{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Packages loaded\n"
     ]
    }
   ],
   "source": [
    "import urllib\n",
    "from bs4 import BeautifulSoup\n",
    "from datetime import datetime\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline  \n",
    "\n",
    "print (\"Packages loaded\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Curr date is 20160725\n",
      "Last traded price: 2009.52\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     209464\n",
      "Traded price:      2075669\n",
      "\n",
      "Curr date is 20160722\n",
      "Last traded price: 2010.34\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     316365\n",
      "Traded price:      3686869\n",
      "\n",
      "Curr date is 20160721\n",
      "Last traded price: 2012.22\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     387481\n",
      "Traded price:      3847464\n",
      "\n",
      "Curr date is 20160720\n",
      "Last traded price: 2015.46\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     309989\n",
      "Traded price:      3438452\n",
      "\n",
      "Curr date is 20160719\n",
      "Last traded price: 2016.89\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     377425\n",
      "Traded price:      3693836\n",
      "\n",
      "Curr date is 20160718\n",
      "Last traded price: 2021.11\n",
      "Fluctuation ratio: +0.19%\n",
      "Traded volume:     376256\n",
      "Traded price:      3489650\n",
      "\n",
      "Curr date is 20160715\n",
      "Last traded price: 2017.26\n",
      "Fluctuation ratio: +0.42%\n",
      "Traded volume:     473600\n",
      "Traded price:      4557938\n",
      "\n",
      "Curr date is 20160714\n",
      "Last traded price: 2008.77\n",
      "Fluctuation ratio: +0.16%\n",
      "Traded volume:     334351\n",
      "Traded price:      4208693\n",
      "\n",
      "Curr date is 20160713\n",
      "Last traded price: 2005.55\n",
      "Fluctuation ratio: +0.72%\n",
      "Traded volume:     353365\n",
      "Traded price:      4655778\n",
      "\n",
      "Curr date is 20160712\n",
      "Last traded price: 1991.23\n",
      "Fluctuation ratio: +0.14%\n",
      "Traded volume:     427454\n",
      "Traded price:      4404322\n",
      "\n",
      "Curr date is 20160711\n",
      "Last traded price: 1988.54\n",
      "Fluctuation ratio: +1.30%\n",
      "Traded volume:     332552\n",
      "Traded price:      4239228\n",
      "\n",
      "Curr date is 20160708\n",
      "Last traded price: 1963.10\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     345926\n",
      "Traded price:      4066529\n",
      "\n",
      "Curr date is 20160707\n",
      "Last traded price: 1974.08\n",
      "Fluctuation ratio: +1.07%\n",
      "Traded volume:     374574\n",
      "Traded price:      3866686\n",
      "\n",
      "Curr date is 20160706\n",
      "Last traded price: 1953.12\n",
      "Fluctuation ratio: -1.85%\n",
      "Traded volume:     451690\n",
      "Traded price:      4683910\n",
      "\n",
      "Curr date is 20160705\n",
      "Last traded price: 1989.85\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     398730\n",
      "Traded price:      3872453\n",
      "\n",
      "Curr date is 20160704\n",
      "Last traded price: 1995.30\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     462342\n",
      "Traded price:      4047771\n",
      "\n",
      "Curr date is 20160701\n",
      "Last traded price: 1987.32\n",
      "Fluctuation ratio: +0.86%\n",
      "Traded volume:     442076\n",
      "Traded price:      4280276\n",
      "\n",
      "Curr date is 20160630\n",
      "Last traded price: 1970.35\n",
      "Fluctuation ratio: +0.72%\n",
      "Traded volume:     349862\n",
      "Traded price:      5326567\n",
      "\n",
      "Curr date is 20160629\n",
      "Last traded price: 1956.36\n",
      "Fluctuation ratio: +1.04%\n",
      "Traded volume:     446686\n",
      "Traded price:      4757342\n",
      "\n",
      "Curr date is 20160628\n",
      "Last traded price: 1936.22\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     368239\n",
      "Traded price:      4360447\n",
      "\n",
      "Curr date is 20160627\n",
      "Last traded price: 1926.85\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     389617\n",
      "Traded price:      5095563\n",
      "\n",
      "Curr date is 20160624\n",
      "Last traded price: 1925.24\n",
      "Fluctuation ratio: -3.09%\n",
      "Traded volume:     726661\n",
      "Traded price:      8541520\n",
      "\n",
      "Curr date is 20160623\n",
      "Last traded price: 1986.71\n",
      "Fluctuation ratio: -0.29%\n",
      "Traded volume:     449586\n",
      "Traded price:      4155747\n",
      "\n",
      "Curr date is 20160622\n",
      "Last traded price: 1992.58\n",
      "Fluctuation ratio: +0.50%\n",
      "Traded volume:     401930\n",
      "Traded price:      3945907\n",
      "\n",
      "Curr date is 20160621\n",
      "Last traded price: 1982.70\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     548571\n",
      "Traded price:      4426426\n",
      "\n",
      "Curr date is 20160620\n",
      "Last traded price: 1981.12\n",
      "Fluctuation ratio: +1.42%\n",
      "Traded volume:     385489\n",
      "Traded price:      3908118\n",
      "\n",
      "Curr date is 20160617\n",
      "Last traded price: 1953.40\n",
      "Fluctuation ratio: +0.07%\n",
      "Traded volume:     478811\n",
      "Traded price:      4420744\n",
      "\n",
      "Curr date is 20160616\n",
      "Last traded price: 1951.99\n",
      "Fluctuation ratio: -0.86%\n",
      "Traded volume:     432990\n",
      "Traded price:      4386606\n",
      "\n",
      "Curr date is 20160615\n",
      "Last traded price: 1968.83\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     371503\n",
      "Traded price:      4491931\n",
      "\n",
      "Curr date is 20160614\n",
      "Last traded price: 1972.03\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     434390\n",
      "Traded price:      4919384\n",
      "\n",
      "Curr date is 20160613\n",
      "Last traded price: 1979.06\n",
      "Fluctuation ratio: -1.91%\n",
      "Traded volume:     437223\n",
      "Traded price:      4530726\n",
      "\n",
      "Curr date is 20160610\n",
      "Last traded price: 2017.63\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     399304\n",
      "Traded price:      4711178\n",
      "\n",
      "Curr date is 20160609\n",
      "Last traded price: 2024.17\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     591484\n",
      "Traded price:      7585446\n",
      "\n",
      "Curr date is 20160608\n",
      "Last traded price: 2027.08\n",
      "Fluctuation ratio: +0.77%\n",
      "Traded volume:     490074\n",
      "Traded price:      5705455\n",
      "\n",
      "Curr date is 20160607\n",
      "Last traded price: 2011.63\n",
      "Fluctuation ratio: +1.30%\n",
      "Traded volume:     472781\n",
      "Traded price:      5459279\n",
      "\n",
      "Curr date is 20160603\n",
      "Last traded price: 1985.84\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     514910\n",
      "Traded price:      5150261\n",
      "\n",
      "Curr date is 20160602\n",
      "Last traded price: 1985.11\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     461076\n",
      "Traded price:      5143907\n",
      "\n",
      "Curr date is 20160601\n",
      "Last traded price: 1982.72\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     496335\n",
      "Traded price:      5314023\n",
      "\n",
      "Curr date is 20160531\n",
      "Last traded price: 1983.40\n",
      "Fluctuation ratio: +0.83%\n",
      "Traded volume:     647543\n",
      "Traded price:      8425308\n",
      "\n",
      "Curr date is 20160530\n",
      "Last traded price: 1967.13\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     541202\n",
      "Traded price:      4532734\n",
      "\n",
      "Curr date is 20160527\n",
      "Last traded price: 1969.17\n",
      "Fluctuation ratio: +0.62%\n",
      "Traded volume:     517989\n",
      "Traded price:      4814077\n",
      "\n",
      "Curr date is 20160526\n",
      "Last traded price: 1957.06\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     551033\n",
      "Traded price:      4991688\n",
      "\n",
      "Curr date is 20160525\n",
      "Last traded price: 1960.51\n",
      "Fluctuation ratio: +1.18%\n",
      "Traded volume:     650749\n",
      "Traded price:      5410461\n",
      "\n",
      "Curr date is 20160524\n",
      "Last traded price: 1937.68\n",
      "Fluctuation ratio: -0.90%\n",
      "Traded volume:     511809\n",
      "Traded price:      4905045\n",
      "\n",
      "Curr date is 20160523\n",
      "Last traded price: 1955.25\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     393845\n",
      "Traded price:      4011176\n",
      "\n",
      "Curr date is 20160520\n",
      "Last traded price: 1947.67\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     383159\n",
      "Traded price:      4399090\n",
      "\n",
      "Curr date is 20160519\n",
      "Last traded price: 1946.78\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     500755\n",
      "Traded price:      5225527\n",
      "\n",
      "Curr date is 20160518\n",
      "Last traded price: 1956.73\n",
      "Fluctuation ratio: -0.58%\n",
      "Traded volume:     688631\n",
      "Traded price:      6511596\n",
      "\n",
      "Curr date is 20160517\n",
      "Last traded price: 1968.06\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     590808\n",
      "Traded price:      5414916\n",
      "\n",
      "Curr date is 20160516\n",
      "Last traded price: 1967.91\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     520295\n",
      "Traded price:      4797446\n",
      "\n",
      "Curr date is 20160513\n",
      "Last traded price: 1966.99\n",
      "Fluctuation ratio: -0.53%\n",
      "Traded volume:     500776\n",
      "Traded price:      4495599\n",
      "\n",
      "Curr date is 20160512\n",
      "Last traded price: 1977.49\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     445986\n",
      "Traded price:      4038195\n",
      "\n",
      "Curr date is 20160511\n",
      "Last traded price: 1980.10\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     393495\n",
      "Traded price:      4363815\n",
      "\n",
      "Curr date is 20160510\n",
      "Last traded price: 1982.50\n",
      "Fluctuation ratio: +0.75%\n",
      "Traded volume:     364980\n",
      "Traded price:      4773150\n",
      "\n",
      "Curr date is 20160509\n",
      "Last traded price: 1967.81\n",
      "Fluctuation ratio: -0.45%\n",
      "Traded volume:     338214\n",
      "Traded price:      5179317\n",
      "\n",
      "Curr date is 20160504\n",
      "Last traded price: 1976.71\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     348731\n",
      "Traded price:      4926327\n",
      "\n",
      "Curr date is 20160503\n",
      "Last traded price: 1986.41\n",
      "Fluctuation ratio: +0.42%\n",
      "Traded volume:     306496\n",
      "Traded price:      3729473\n",
      "\n",
      "Curr date is 20160502\n",
      "Last traded price: 1978.15\n",
      "Fluctuation ratio: -0.80%\n",
      "Traded volume:     324975\n",
      "Traded price:      3849348\n",
      "\n",
      "Curr date is 20160429\n",
      "Last traded price: 1994.15\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     393295\n",
      "Traded price:      4899464\n",
      "\n",
      "Curr date is 20160428\n",
      "Last traded price: 2000.93\n",
      "Fluctuation ratio: -0.72%\n",
      "Traded volume:     336073\n",
      "Traded price:      5240945\n",
      "\n",
      "Curr date is 20160427\n",
      "Last traded price: 2015.40\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     407874\n",
      "Traded price:      5312008\n",
      "\n",
      "Curr date is 20160426\n",
      "Last traded price: 2019.63\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     502391\n",
      "Traded price:      5110466\n",
      "\n",
      "Curr date is 20160425\n",
      "Last traded price: 2014.55\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     392813\n",
      "Traded price:      4310191\n",
      "\n",
      "Curr date is 20160422\n",
      "Last traded price: 2015.49\n",
      "Fluctuation ratio: -0.33%\n",
      "Traded volume:     475058\n",
      "Traded price:      4149096\n",
      "\n",
      "Curr date is 20160421\n",
      "Last traded price: 2022.10\n",
      "Fluctuation ratio: +0.81%\n",
      "Traded volume:     387844\n",
      "Traded price:      4714212\n",
      "\n",
      "Curr date is 20160420\n",
      "Last traded price: 2005.83\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     419041\n",
      "Traded price:      4528325\n",
      "\n",
      "Curr date is 20160419\n",
      "Last traded price: 2011.36\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     397413\n",
      "Traded price:      4392297\n",
      "\n",
      "Curr date is 20160418\n",
      "Last traded price: 2009.10\n",
      "Fluctuation ratio: -0.28%\n",
      "Traded volume:     334757\n",
      "Traded price:      4247470\n",
      "\n",
      "Curr date is 20160415\n",
      "Last traded price: 2014.71\n",
      "Fluctuation ratio: -0.06%\n",
      "Traded volume:     313110\n",
      "Traded price:      4428494\n",
      "\n",
      "Curr date is 20160414\n",
      "Last traded price: 2015.93\n",
      "Fluctuation ratio: +1.75%\n",
      "Traded volume:     456829\n",
      "Traded price:      6285943\n",
      "\n",
      "Curr date is 20160412\n",
      "Last traded price: 1981.32\n",
      "Fluctuation ratio: +0.56%\n",
      "Traded volume:     372146\n",
      "Traded price:      3861385\n",
      "\n",
      "Curr date is 20160411\n",
      "Last traded price: 1970.37\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     370220\n",
      "Traded price:      3801200\n",
      "\n",
      "Curr date is 20160408\n",
      "Last traded price: 1972.05\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     394571\n",
      "Traded price:      4332858\n",
      "\n",
      "Curr date is 20160407\n",
      "Last traded price: 1973.89\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     427063\n",
      "Traded price:      4578002\n",
      "\n",
      "Curr date is 20160406\n",
      "Last traded price: 1971.32\n",
      "Fluctuation ratio: +0.44%\n",
      "Traded volume:     318532\n",
      "Traded price:      4299791\n",
      "\n",
      "Curr date is 20160405\n",
      "Last traded price: 1962.74\n",
      "Fluctuation ratio: -0.82%\n",
      "Traded volume:     359996\n",
      "Traded price:      3992300\n",
      "\n",
      "Curr date is 20160404\n",
      "Last traded price: 1978.97\n",
      "Fluctuation ratio: +0.27%\n",
      "Traded volume:     359061\n",
      "Traded price:      4192246\n",
      "\n",
      "Curr date is 20160401\n",
      "Last traded price: 1973.57\n",
      "Fluctuation ratio: -1.12%\n",
      "Traded volume:     378202\n",
      "Traded price:      4777024\n",
      "\n",
      "Curr date is 20160331\n",
      "Last traded price: 1995.85\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     322879\n",
      "Traded price:      4840902\n",
      "\n",
      "Curr date is 20160330\n",
      "Last traded price: 2002.14\n",
      "Fluctuation ratio: +0.36%\n",
      "Traded volume:     347263\n",
      "Traded price:      4517708\n",
      "\n",
      "Curr date is 20160329\n",
      "Last traded price: 1994.91\n",
      "Fluctuation ratio: +0.62%\n",
      "Traded volume:     377908\n",
      "Traded price:      3991750\n",
      "\n",
      "Curr date is 20160328\n",
      "Last traded price: 1982.54\n",
      "Fluctuation ratio: -0.06%\n",
      "Traded volume:     405980\n",
      "Traded price:      3365429\n",
      "\n",
      "Curr date is 20160325\n",
      "Last traded price: 1983.81\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     457306\n",
      "Traded price:      3751912\n",
      "\n",
      "Curr date is 20160324\n",
      "Last traded price: 1985.97\n",
      "Fluctuation ratio: -0.46%\n",
      "Traded volume:     336185\n",
      "Traded price:      3777427\n",
      "\n",
      "Curr date is 20160323\n",
      "Last traded price: 1995.12\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     363163\n",
      "Traded price:      3929377\n",
      "\n",
      "Curr date is 20160322\n",
      "Last traded price: 1996.81\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     379381\n",
      "Traded price:      4416765\n",
      "\n",
      "Curr date is 20160321\n",
      "Last traded price: 1989.76\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     320666\n",
      "Traded price:      4012257\n",
      "\n",
      "Curr date is 20160318\n",
      "Last traded price: 1992.12\n",
      "Fluctuation ratio: +0.21%\n",
      "Traded volume:     380108\n",
      "Traded price:      4659018\n",
      "\n",
      "Curr date is 20160317\n",
      "Last traded price: 1987.99\n",
      "Fluctuation ratio: +0.66%\n",
      "Traded volume:     282237\n",
      "Traded price:      4668378\n",
      "\n",
      "Curr date is 20160316\n",
      "Last traded price: 1974.90\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     289945\n",
      "Traded price:      4055964\n",
      "\n",
      "Curr date is 20160315\n",
      "Last traded price: 1969.97\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     260916\n",
      "Traded price:      3764672\n",
      "\n",
      "Curr date is 20160314\n",
      "Last traded price: 1972.27\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     353027\n",
      "Traded price:      4167785\n",
      "\n",
      "Curr date is 20160311\n",
      "Last traded price: 1971.41\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     299293\n",
      "Traded price:      4116595\n",
      "\n",
      "Curr date is 20160310\n",
      "Last traded price: 1969.33\n",
      "Fluctuation ratio: +0.84%\n",
      "Traded volume:     346406\n",
      "Traded price:      5055951\n",
      "\n",
      "Curr date is 20160309\n",
      "Last traded price: 1952.95\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     345920\n",
      "Traded price:      4212533\n",
      "\n",
      "Curr date is 20160308\n",
      "Last traded price: 1946.12\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     354037\n",
      "Traded price:      4844001\n",
      "\n",
      "Curr date is 20160307\n",
      "Last traded price: 1957.87\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     340260\n",
      "Traded price:      4611978\n",
      "\n",
      "Curr date is 20160304\n",
      "Last traded price: 1955.63\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     312175\n",
      "Traded price:      4491198\n",
      "\n",
      "Curr date is 20160303\n",
      "Last traded price: 1958.17\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     417546\n",
      "Traded price:      4903735\n",
      "\n",
      "Curr date is 20160302\n",
      "Last traded price: 1947.42\n",
      "Fluctuation ratio: +1.60%\n",
      "Traded volume:     316865\n",
      "Traded price:      5110434\n",
      "\n",
      "Curr date is 20160229\n",
      "Last traded price: 1916.66\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     271547\n",
      "Traded price:      4534806\n",
      "\n",
      "Curr date is 20160226\n",
      "Last traded price: 1920.16\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     268811\n",
      "Traded price:      3964062\n",
      "\n",
      "Curr date is 20160225\n",
      "Last traded price: 1918.57\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     297760\n",
      "Traded price:      3881831\n",
      "\n",
      "Curr date is 20160224\n",
      "Last traded price: 1912.53\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     277072\n",
      "Traded price:      3516031\n",
      "\n",
      "Curr date is 20160223\n",
      "Last traded price: 1914.22\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     323952\n",
      "Traded price:      3948979\n",
      "\n",
      "Curr date is 20160222\n",
      "Last traded price: 1916.36\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     261987\n",
      "Traded price:      3404998\n",
      "\n",
      "Curr date is 20160219\n",
      "Last traded price: 1916.24\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     307221\n",
      "Traded price:      3825333\n",
      "\n",
      "Curr date is 20160218\n",
      "Last traded price: 1908.84\n",
      "Fluctuation ratio: +1.32%\n",
      "Traded volume:     327418\n",
      "Traded price:      4646452\n",
      "\n",
      "Curr date is 20160217\n",
      "Last traded price: 1883.94\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     333899\n",
      "Traded price:      5061065\n",
      "\n",
      "Curr date is 20160216\n",
      "Last traded price: 1888.30\n",
      "Fluctuation ratio: +1.40%\n",
      "Traded volume:     381620\n",
      "Traded price:      4196969\n",
      "\n",
      "Curr date is 20160215\n",
      "Last traded price: 1862.20\n",
      "Fluctuation ratio: +1.47%\n",
      "Traded volume:     281431\n",
      "Traded price:      4413358\n",
      "\n",
      "Curr date is 20160212\n",
      "Last traded price: 1835.28\n",
      "Fluctuation ratio: -1.41%\n",
      "Traded volume:     465667\n",
      "Traded price:      6236294\n",
      "\n",
      "Curr date is 20160211\n",
      "Last traded price: 1861.54\n",
      "Fluctuation ratio: -2.93%\n",
      "Traded volume:     381071\n",
      "Traded price:      4635376\n",
      "\n",
      "Curr date is 20160205\n",
      "Last traded price: 1917.79\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     290560\n",
      "Traded price:      4245650\n",
      "\n",
      "Curr date is 20160204\n",
      "Last traded price: 1916.26\n",
      "Fluctuation ratio: +1.35%\n",
      "Traded volume:     358802\n",
      "Traded price:      5131794\n",
      "\n",
      "Curr date is 20160203\n",
      "Last traded price: 1890.67\n",
      "Fluctuation ratio: -0.84%\n",
      "Traded volume:     403016\n",
      "Traded price:      4739686\n",
      "\n",
      "Curr date is 20160202\n",
      "Last traded price: 1906.60\n",
      "Fluctuation ratio: -0.95%\n",
      "Traded volume:     407067\n",
      "Traded price:      4552972\n",
      "\n",
      "Curr date is 20160201\n",
      "Last traded price: 1924.82\n",
      "Fluctuation ratio: +0.67%\n",
      "Traded volume:     435759\n",
      "Traded price:      5062947\n",
      "\n",
      "Curr date is 20160129\n",
      "Last traded price: 1912.06\n",
      "Fluctuation ratio: +0.27%\n",
      "Traded volume:     379159\n",
      "Traded price:      5966488\n",
      "\n",
      "Curr date is 20160128\n",
      "Last traded price: 1906.94\n",
      "Fluctuation ratio: +0.48%\n",
      "Traded volume:     306801\n",
      "Traded price:      4609354\n",
      "\n",
      "Curr date is 20160127\n",
      "Last traded price: 1897.87\n",
      "Fluctuation ratio: +1.40%\n",
      "Traded volume:     345542\n",
      "Traded price:      4999182\n",
      "\n",
      "Curr date is 20160126\n",
      "Last traded price: 1871.69\n",
      "Fluctuation ratio: -1.15%\n",
      "Traded volume:     295266\n",
      "Traded price:      4409881\n",
      "\n",
      "Curr date is 20160125\n",
      "Last traded price: 1893.43\n",
      "Fluctuation ratio: +0.74%\n",
      "Traded volume:     311413\n",
      "Traded price:      4004975\n",
      "\n",
      "Curr date is 20160122\n",
      "Last traded price: 1879.43\n",
      "Fluctuation ratio: +2.11%\n",
      "Traded volume:     400293\n",
      "Traded price:      4344515\n",
      "\n",
      "Curr date is 20160121\n",
      "Last traded price: 1840.53\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     424485\n",
      "Traded price:      4729614\n",
      "\n",
      "Curr date is 20160120\n",
      "Last traded price: 1845.45\n",
      "Fluctuation ratio: -2.34%\n",
      "Traded volume:     400261\n",
      "Traded price:      5240327\n",
      "\n",
      "Curr date is 20160119\n",
      "Last traded price: 1889.64\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     329977\n",
      "Traded price:      4441550\n",
      "\n",
      "Curr date is 20160118\n",
      "Last traded price: 1878.45\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     273261\n",
      "Traded price:      4056222\n",
      "\n",
      "Curr date is 20160115\n",
      "Last traded price: 1878.87\n",
      "Fluctuation ratio: -1.11%\n",
      "Traded volume:     303991\n",
      "Traded price:      4391132\n",
      "\n",
      "Curr date is 20160114\n",
      "Last traded price: 1900.01\n",
      "Fluctuation ratio: -0.85%\n",
      "Traded volume:     305931\n",
      "Traded price:      4264454\n",
      "\n",
      "Curr date is 20160113\n",
      "Last traded price: 1916.28\n",
      "Fluctuation ratio: +1.34%\n",
      "Traded volume:     261810\n",
      "Traded price:      3882822\n",
      "\n",
      "Curr date is 20160112\n",
      "Last traded price: 1890.86\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     290808\n",
      "Traded price:      3787415\n",
      "\n",
      "Curr date is 20160111\n",
      "Last traded price: 1894.84\n",
      "Fluctuation ratio: -1.19%\n",
      "Traded volume:     319556\n",
      "Traded price:      4145526\n",
      "\n",
      "Curr date is 20160108\n",
      "Last traded price: 1917.62\n",
      "Fluctuation ratio: +0.70%\n",
      "Traded volume:     400556\n",
      "Traded price:      4995379\n",
      "\n",
      "Curr date is 20160107\n",
      "Last traded price: 1904.33\n",
      "Fluctuation ratio: -1.10%\n",
      "Traded volume:     388136\n",
      "Traded price:      4907247\n",
      "\n",
      "Curr date is 20160106\n",
      "Last traded price: 1925.43\n",
      "Fluctuation ratio: -0.26%\n",
      "Traded volume:     585978\n",
      "Traded price:      5917977\n",
      "\n",
      "Curr date is 20160105\n",
      "Last traded price: 1930.53\n",
      "Fluctuation ratio: +0.61%\n",
      "Traded volume:     440914\n",
      "Traded price:      4097962\n",
      "\n",
      "Curr date is 20160104\n",
      "Last traded price: 1918.76\n",
      "Fluctuation ratio: -2.17%\n",
      "Traded volume:     355001\n",
      "Traded price:      3917340\n",
      "\n",
      "Curr date is 20151230\n",
      "Last traded price: 1961.31\n",
      "Fluctuation ratio: -0.25%\n",
      "Traded volume:     300574\n",
      "Traded price:      3670486\n",
      "\n",
      "Curr date is 20151229\n",
      "Last traded price: 1966.31\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     395493\n",
      "Traded price:      3757607\n",
      "\n",
      "Curr date is 20151228\n",
      "Last traded price: 1964.06\n",
      "Fluctuation ratio: -1.34%\n",
      "Traded volume:     389692\n",
      "Traded price:      3753973\n",
      "\n",
      "Curr date is 20151224\n",
      "Last traded price: 1990.65\n",
      "Fluctuation ratio: -0.43%\n",
      "Traded volume:     497593\n",
      "Traded price:      3551535\n",
      "\n",
      "Curr date is 20151223\n",
      "Last traded price: 1999.22\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     487032\n",
      "Traded price:      3918294\n",
      "\n",
      "Curr date is 20151222\n",
      "Last traded price: 1992.56\n",
      "Fluctuation ratio: +0.57%\n",
      "Traded volume:     569183\n",
      "Traded price:      4119722\n",
      "\n",
      "Curr date is 20151221\n",
      "Last traded price: 1981.19\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     532535\n",
      "Traded price:      3534909\n",
      "\n",
      "Curr date is 20151218\n",
      "Last traded price: 1975.32\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     665731\n",
      "Traded price:      4021859\n",
      "\n",
      "Curr date is 20151217\n",
      "Last traded price: 1977.96\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     374572\n",
      "Traded price:      3850731\n",
      "\n",
      "Curr date is 20151216\n",
      "Last traded price: 1969.40\n",
      "Fluctuation ratio: +1.88%\n",
      "Traded volume:     467637\n",
      "Traded price:      4207020\n",
      "\n",
      "Curr date is 20151215\n",
      "Last traded price: 1932.97\n",
      "Fluctuation ratio: +0.27%\n",
      "Traded volume:     427891\n",
      "Traded price:      3593520\n",
      "\n",
      "Curr date is 20151214\n",
      "Last traded price: 1927.82\n",
      "Fluctuation ratio: -1.07%\n",
      "Traded volume:     425668\n",
      "Traded price:      4022027\n",
      "\n",
      "Curr date is 20151211\n",
      "Last traded price: 1948.62\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     373906\n",
      "Traded price:      4020271\n",
      "\n",
      "Curr date is 20151210\n",
      "Last traded price: 1952.07\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     372100\n",
      "Traded price:      4506365\n",
      "\n",
      "Curr date is 20151209\n",
      "Last traded price: 1948.24\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     373794\n",
      "Traded price:      3636724\n",
      "\n",
      "Curr date is 20151208\n",
      "Last traded price: 1949.04\n",
      "Fluctuation ratio: -0.75%\n",
      "Traded volume:     401162\n",
      "Traded price:      3574227\n",
      "\n",
      "Curr date is 20151207\n",
      "Last traded price: 1963.67\n",
      "Fluctuation ratio: -0.54%\n",
      "Traded volume:     376919\n",
      "Traded price:      3356172\n",
      "\n",
      "Curr date is 20151204\n",
      "Last traded price: 1974.40\n",
      "Fluctuation ratio: -0.99%\n",
      "Traded volume:     373376\n",
      "Traded price:      3174983\n",
      "\n",
      "Curr date is 20151203\n",
      "Last traded price: 1994.07\n",
      "Fluctuation ratio: -0.76%\n",
      "Traded volume:     360920\n",
      "Traded price:      3434293\n",
      "\n",
      "Curr date is 20151202\n",
      "Last traded price: 2009.29\n",
      "Fluctuation ratio: -0.72%\n",
      "Traded volume:     623964\n",
      "Traded price:      4341114\n",
      "\n",
      "Curr date is 20151201\n",
      "Last traded price: 2023.93\n",
      "Fluctuation ratio: +1.60%\n",
      "Traded volume:     565138\n",
      "Traded price:      4672220\n",
      "\n",
      "Curr date is 20151130\n",
      "Last traded price: 1991.97\n",
      "Fluctuation ratio: -1.82%\n",
      "Traded volume:     446112\n",
      "Traded price:      6409955\n",
      "\n",
      "Curr date is 20151127\n",
      "Last traded price: 2028.99\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     475264\n",
      "Traded price:      3898119\n",
      "\n",
      "Curr date is 20151126\n",
      "Last traded price: 2030.68\n",
      "Fluctuation ratio: +1.06%\n",
      "Traded volume:     447540\n",
      "Traded price:      4361336\n",
      "\n",
      "Curr date is 20151125\n",
      "Last traded price: 2009.42\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     387046\n",
      "Traded price:      4170392\n",
      "\n",
      "Curr date is 20151124\n",
      "Last traded price: 2016.29\n",
      "Fluctuation ratio: +0.63%\n",
      "Traded volume:     409942\n",
      "Traded price:      4228723\n",
      "\n",
      "Curr date is 20151123\n",
      "Last traded price: 2003.70\n",
      "Fluctuation ratio: +0.70%\n",
      "Traded volume:     379028\n",
      "Traded price:      4422655\n",
      "\n",
      "Curr date is 20151120\n",
      "Last traded price: 1989.86\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     409589\n",
      "Traded price:      3981101\n",
      "\n",
      "Curr date is 20151119\n",
      "Last traded price: 1988.91\n",
      "Fluctuation ratio: +1.33%\n",
      "Traded volume:     402673\n",
      "Traded price:      4469284\n",
      "\n",
      "Curr date is 20151118\n",
      "Last traded price: 1962.88\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     533967\n",
      "Traded price:      4539628\n",
      "\n",
      "Curr date is 20151117\n",
      "Last traded price: 1963.58\n",
      "Fluctuation ratio: +1.06%\n",
      "Traded volume:     411426\n",
      "Traded price:      4414119\n",
      "\n",
      "Curr date is 20151116\n",
      "Last traded price: 1943.02\n",
      "Fluctuation ratio: -1.53%\n",
      "Traded volume:     421007\n",
      "Traded price:      4762680\n",
      "\n",
      "Curr date is 20151113\n",
      "Last traded price: 1973.29\n",
      "Fluctuation ratio: -1.01%\n",
      "Traded volume:     337727\n",
      "Traded price:      4186209\n",
      "\n",
      "Curr date is 20151112\n",
      "Last traded price: 1993.36\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     382858\n",
      "Traded price:      3402325\n",
      "\n",
      "Curr date is 20151111\n",
      "Last traded price: 1997.27\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     282596\n",
      "Traded price:      3795769\n",
      "\n",
      "Curr date is 20151110\n",
      "Last traded price: 1996.59\n",
      "Fluctuation ratio: -1.44%\n",
      "Traded volume:     409528\n",
      "Traded price:      5372521\n",
      "\n",
      "Curr date is 20151109\n",
      "Last traded price: 2025.70\n",
      "Fluctuation ratio: -0.75%\n",
      "Traded volume:     430279\n",
      "Traded price:      5932869\n",
      "\n",
      "Curr date is 20151106\n",
      "Last traded price: 2041.07\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     458898\n",
      "Traded price:      4513121\n",
      "\n",
      "Curr date is 20151105\n",
      "Last traded price: 2049.41\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     344157\n",
      "Traded price:      3946581\n",
      "\n",
      "Curr date is 20151104\n",
      "Last traded price: 2052.77\n",
      "Fluctuation ratio: +0.21%\n",
      "Traded volume:     531883\n",
      "Traded price:      4854033\n",
      "\n",
      "Curr date is 20151103\n",
      "Last traded price: 2048.40\n",
      "Fluctuation ratio: +0.65%\n",
      "Traded volume:     582904\n",
      "Traded price:      5731116\n",
      "\n",
      "Curr date is 20151102\n",
      "Last traded price: 2035.24\n",
      "Fluctuation ratio: +0.28%\n",
      "Traded volume:     357975\n",
      "Traded price:      4670602\n",
      "\n",
      "Curr date is 20151030\n",
      "Last traded price: 2029.47\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     373689\n",
      "Traded price:      5945879\n",
      "\n",
      "Curr date is 20151029\n",
      "Last traded price: 2034.16\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     409167\n",
      "Traded price:      5622179\n",
      "\n",
      "Curr date is 20151028\n",
      "Last traded price: 2042.51\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     387254\n",
      "Traded price:      4877015\n",
      "\n",
      "Curr date is 20151027\n",
      "Last traded price: 2044.65\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     441782\n",
      "Traded price:      4011414\n",
      "\n",
      "Curr date is 20151026\n",
      "Last traded price: 2048.08\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     455015\n",
      "Traded price:      4267516\n",
      "\n",
      "Curr date is 20151023\n",
      "Last traded price: 2040.40\n",
      "Fluctuation ratio: +0.86%\n",
      "Traded volume:     641858\n",
      "Traded price:      5303923\n",
      "\n",
      "Curr date is 20151022\n",
      "Last traded price: 2023.00\n",
      "Fluctuation ratio: -0.98%\n",
      "Traded volume:     688427\n",
      "Traded price:      5877354\n",
      "\n",
      "Curr date is 20151021\n",
      "Last traded price: 2042.98\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     660815\n",
      "Traded price:      5306063\n",
      "\n",
      "Curr date is 20151020\n",
      "Last traded price: 2039.36\n",
      "Fluctuation ratio: +0.45%\n",
      "Traded volume:     945413\n",
      "Traded price:      4691672\n",
      "\n",
      "Curr date is 20151019\n",
      "Last traded price: 2030.27\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     707700\n",
      "Traded price:      4210325\n",
      "\n",
      "Curr date is 20151016\n",
      "Last traded price: 2030.26\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     542027\n",
      "Traded price:      4616085\n",
      "\n",
      "Curr date is 20151015\n",
      "Last traded price: 2033.27\n",
      "Fluctuation ratio: +1.18%\n",
      "Traded volume:     489792\n",
      "Traded price:      4564600\n",
      "\n",
      "Curr date is 20151014\n",
      "Last traded price: 2009.55\n",
      "Fluctuation ratio: -0.47%\n",
      "Traded volume:     634915\n",
      "Traded price:      4959508\n",
      "\n",
      "Curr date is 20151013\n",
      "Last traded price: 2019.05\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     595222\n",
      "Traded price:      5112232\n",
      "\n",
      "Curr date is 20151012\n",
      "Last traded price: 2021.63\n",
      "Fluctuation ratio: +0.10%\n",
      "Traded volume:     624399\n",
      "Traded price:      5988383\n",
      "\n",
      "Curr date is 20151008\n",
      "Last traded price: 2019.53\n",
      "Fluctuation ratio: +0.68%\n",
      "Traded volume:     693705\n",
      "Traded price:      6067223\n",
      "\n",
      "Curr date is 20151007\n",
      "Last traded price: 2005.84\n",
      "Fluctuation ratio: +0.76%\n",
      "Traded volume:     753341\n",
      "Traded price:      6090499\n",
      "\n",
      "Curr date is 20151006\n",
      "Last traded price: 1990.65\n",
      "Fluctuation ratio: +0.63%\n",
      "Traded volume:     653014\n",
      "Traded price:      5457343\n",
      "\n",
      "Curr date is 20151005\n",
      "Last traded price: 1978.25\n",
      "Fluctuation ratio: +0.44%\n",
      "Traded volume:     539542\n",
      "Traded price:      4533462\n",
      "\n",
      "Curr date is 20151002\n",
      "Last traded price: 1969.68\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     1020136\n",
      "Traded price:      5192845\n",
      "\n",
      "Curr date is 20151001\n",
      "Last traded price: 1979.32\n",
      "Fluctuation ratio: +0.84%\n",
      "Traded volume:     670916\n",
      "Traded price:      5093572\n",
      "\n",
      "Curr date is 20150930\n",
      "Last traded price: 1962.81\n",
      "Fluctuation ratio: +1.03%\n",
      "Traded volume:     539384\n",
      "Traded price:      5435749\n",
      "\n",
      "Curr date is 20150925\n",
      "Last traded price: 1942.85\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     789819\n",
      "Traded price:      4176784\n",
      "\n",
      "Curr date is 20150924\n",
      "Last traded price: 1947.10\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     895574\n",
      "Traded price:      4373185\n",
      "\n",
      "Curr date is 20150923\n",
      "Last traded price: 1944.64\n",
      "Fluctuation ratio: -1.89%\n",
      "Traded volume:     845584\n",
      "Traded price:      4853314\n",
      "\n",
      "Curr date is 20150922\n",
      "Last traded price: 1982.06\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     683342\n",
      "Traded price:      4456248\n",
      "\n",
      "Curr date is 20150921\n",
      "Last traded price: 1964.68\n",
      "Fluctuation ratio: -1.57%\n",
      "Traded volume:     372130\n",
      "Traded price:      3755076\n",
      "\n",
      "Curr date is 20150918\n",
      "Last traded price: 1995.95\n",
      "Fluctuation ratio: +0.98%\n",
      "Traded volume:     515916\n",
      "Traded price:      6663946\n",
      "\n",
      "Curr date is 20150917\n",
      "Last traded price: 1976.49\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     502903\n",
      "Traded price:      5545797\n",
      "\n",
      "Curr date is 20150916\n",
      "Last traded price: 1975.45\n",
      "Fluctuation ratio: +1.96%\n",
      "Traded volume:     577385\n",
      "Traded price:      5836409\n",
      "\n",
      "Curr date is 20150915\n",
      "Last traded price: 1937.56\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     386186\n",
      "Traded price:      3928182\n",
      "\n",
      "Curr date is 20150914\n",
      "Last traded price: 1931.46\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     359481\n",
      "Traded price:      4086021\n",
      "\n",
      "Curr date is 20150911\n",
      "Last traded price: 1941.37\n",
      "Fluctuation ratio: -1.06%\n",
      "Traded volume:     497246\n",
      "Traded price:      4605410\n",
      "\n",
      "Curr date is 20150910\n",
      "Last traded price: 1962.11\n",
      "Fluctuation ratio: +1.44%\n",
      "Traded volume:     455738\n",
      "Traded price:      5396708\n",
      "\n",
      "Curr date is 20150909\n",
      "Last traded price: 1934.20\n",
      "Fluctuation ratio: +2.96%\n",
      "Traded volume:     508956\n",
      "Traded price:      5193258\n",
      "\n",
      "Curr date is 20150908\n",
      "Last traded price: 1878.68\n",
      "Fluctuation ratio: -0.24%\n",
      "Traded volume:     386234\n",
      "Traded price:      4676248\n",
      "\n",
      "Curr date is 20150907\n",
      "Last traded price: 1883.22\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     285330\n",
      "Traded price:      3730988\n",
      "\n",
      "Curr date is 20150904\n",
      "Last traded price: 1886.04\n",
      "Fluctuation ratio: -1.54%\n",
      "Traded volume:     357577\n",
      "Traded price:      4642584\n",
      "\n",
      "Curr date is 20150903\n",
      "Last traded price: 1915.53\n",
      "Fluctuation ratio: +0.02%\n",
      "Traded volume:     293126\n",
      "Traded price:      4513384\n",
      "\n",
      "Curr date is 20150902\n",
      "Last traded price: 1915.22\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     338567\n",
      "Traded price:      4953189\n",
      "\n",
      "Curr date is 20150901\n",
      "Last traded price: 1914.23\n",
      "Fluctuation ratio: -1.40%\n",
      "Traded volume:     320859\n",
      "Traded price:      4782631\n",
      "\n",
      "Curr date is 20150831\n",
      "Last traded price: 1941.49\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     346953\n",
      "Traded price:      5950573\n",
      "\n",
      "Curr date is 20150828\n",
      "Last traded price: 1937.67\n",
      "Fluctuation ratio: +1.56%\n",
      "Traded volume:     439192\n",
      "Traded price:      6405456\n",
      "\n",
      "Curr date is 20150827\n",
      "Last traded price: 1908.00\n",
      "Fluctuation ratio: +0.73%\n",
      "Traded volume:     477548\n",
      "Traded price:      6640239\n",
      "\n",
      "Curr date is 20150826\n",
      "Last traded price: 1894.09\n",
      "Fluctuation ratio: +2.57%\n",
      "Traded volume:     448166\n",
      "Traded price:      6763249\n",
      "\n",
      "Curr date is 20150825\n",
      "Last traded price: 1846.63\n",
      "Fluctuation ratio: +0.92%\n",
      "Traded volume:     446401\n",
      "Traded price:      6564908\n",
      "\n",
      "Curr date is 20150824\n",
      "Last traded price: 1829.81\n",
      "Fluctuation ratio: -2.47%\n",
      "Traded volume:     410169\n",
      "Traded price:      6088766\n",
      "\n",
      "Curr date is 20150821\n",
      "Last traded price: 1876.07\n",
      "Fluctuation ratio: -2.01%\n",
      "Traded volume:     506532\n",
      "Traded price:      6761186\n",
      "\n",
      "Curr date is 20150820\n",
      "Last traded price: 1914.55\n",
      "Fluctuation ratio: -1.28%\n",
      "Traded volume:     389843\n",
      "Traded price:      5077380\n",
      "\n",
      "Curr date is 20150819\n",
      "Last traded price: 1939.38\n",
      "Fluctuation ratio: -0.86%\n",
      "Traded volume:     498925\n",
      "Traded price:      7107639\n",
      "\n",
      "Curr date is 20150818\n",
      "Last traded price: 1956.26\n",
      "Fluctuation ratio: -0.62%\n",
      "Traded volume:     468191\n",
      "Traded price:      5533960\n",
      "\n",
      "Curr date is 20150817\n",
      "Last traded price: 1968.52\n",
      "Fluctuation ratio: -0.75%\n",
      "Traded volume:     556074\n",
      "Traded price:      4561509\n",
      "\n",
      "Curr date is 20150813\n",
      "Last traded price: 1983.46\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     373204\n",
      "Traded price:      5114020\n",
      "\n",
      "Curr date is 20150812\n",
      "Last traded price: 1975.47\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     519701\n",
      "Traded price:      6801476\n",
      "\n",
      "Curr date is 20150811\n",
      "Last traded price: 1986.65\n",
      "Fluctuation ratio: -0.82%\n",
      "Traded volume:     362930\n",
      "Traded price:      5029071\n",
      "\n",
      "Curr date is 20150810\n",
      "Last traded price: 2003.17\n",
      "Fluctuation ratio: -0.35%\n",
      "Traded volume:     305473\n",
      "Traded price:      4450795\n",
      "\n",
      "Curr date is 20150807\n",
      "Last traded price: 2010.23\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     330275\n",
      "Traded price:      4538493\n",
      "\n",
      "Curr date is 20150806\n",
      "Last traded price: 2013.29\n",
      "Fluctuation ratio: -0.81%\n",
      "Traded volume:     335637\n",
      "Traded price:      5738406\n",
      "\n",
      "Curr date is 20150805\n",
      "Last traded price: 2029.76\n",
      "Fluctuation ratio: +0.09%\n",
      "Traded volume:     314253\n",
      "Traded price:      4977507\n",
      "\n",
      "Curr date is 20150804\n",
      "Last traded price: 2027.99\n",
      "Fluctuation ratio: +0.97%\n",
      "Traded volume:     384528\n",
      "Traded price:      4864611\n",
      "\n",
      "Curr date is 20150803\n",
      "Last traded price: 2008.49\n",
      "Fluctuation ratio: -1.07%\n",
      "Traded volume:     351899\n",
      "Traded price:      4969419\n",
      "\n",
      "Curr date is 20150731\n",
      "Last traded price: 2030.16\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     444009\n",
      "Traded price:      6187274\n",
      "\n",
      "Curr date is 20150730\n",
      "Last traded price: 2019.03\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     503234\n",
      "Traded price:      6690278\n",
      "\n",
      "Curr date is 20150729\n",
      "Last traded price: 2037.62\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     514386\n",
      "Traded price:      6590690\n",
      "\n",
      "Curr date is 20150728\n",
      "Last traded price: 2039.10\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     490449\n",
      "Traded price:      6440757\n",
      "\n",
      "Curr date is 20150727\n",
      "Last traded price: 2038.81\n",
      "Fluctuation ratio: -0.35%\n",
      "Traded volume:     535705\n",
      "Traded price:      6235263\n",
      "\n",
      "Curr date is 20150724\n",
      "Last traded price: 2045.96\n",
      "Fluctuation ratio: -0.93%\n",
      "Traded volume:     604456\n",
      "Traded price:      6021543\n",
      "\n",
      "Curr date is 20150723\n",
      "Last traded price: 2065.07\n",
      "Fluctuation ratio: +0.02%\n",
      "Traded volume:     732798\n",
      "Traded price:      6137884\n",
      "\n",
      "Curr date is 20150722\n",
      "Last traded price: 2064.73\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     1149355\n",
      "Traded price:      6766264\n",
      "\n",
      "Curr date is 20150721\n",
      "Last traded price: 2083.62\n",
      "Fluctuation ratio: +0.50%\n",
      "Traded volume:     718786\n",
      "Traded price:      6488347\n",
      "\n",
      "Curr date is 20150720\n",
      "Last traded price: 2073.31\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     862846\n",
      "Traded price:      5968491\n",
      "\n",
      "Curr date is 20150717\n",
      "Last traded price: 2076.79\n",
      "Fluctuation ratio: -0.53%\n",
      "Traded volume:     806118\n",
      "Traded price:      8319283\n",
      "\n",
      "Curr date is 20150716\n",
      "Last traded price: 2087.89\n",
      "Fluctuation ratio: +0.72%\n",
      "Traded volume:     682603\n",
      "Traded price:      7059502\n",
      "\n",
      "Curr date is 20150715\n",
      "Last traded price: 2072.91\n",
      "Fluctuation ratio: +0.66%\n",
      "Traded volume:     613189\n",
      "Traded price:      7492762\n",
      "\n",
      "Curr date is 20150714\n",
      "Last traded price: 2059.23\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     496984\n",
      "Traded price:      6687802\n",
      "\n",
      "Curr date is 20150713\n",
      "Last traded price: 2061.52\n",
      "Fluctuation ratio: +1.49%\n",
      "Traded volume:     421534\n",
      "Traded price:      6183981\n",
      "\n",
      "Curr date is 20150710\n",
      "Last traded price: 2031.17\n",
      "Fluctuation ratio: +0.17%\n",
      "Traded volume:     371847\n",
      "Traded price:      6514152\n",
      "\n",
      "Curr date is 20150709\n",
      "Last traded price: 2027.81\n",
      "Fluctuation ratio: +0.58%\n",
      "Traded volume:     403722\n",
      "Traded price:      6994503\n",
      "\n",
      "Curr date is 20150708\n",
      "Last traded price: 2016.21\n",
      "Fluctuation ratio: -1.18%\n",
      "Traded volume:     447415\n",
      "Traded price:      7392498\n",
      "\n",
      "Curr date is 20150707\n",
      "Last traded price: 2040.29\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     497988\n",
      "Traded price:      8200258\n",
      "\n",
      "Curr date is 20150706\n",
      "Last traded price: 2053.93\n",
      "Fluctuation ratio: -2.40%\n",
      "Traded volume:     463773\n",
      "Traded price:      6275913\n",
      "\n",
      "Curr date is 20150703\n",
      "Last traded price: 2104.41\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     414027\n",
      "Traded price:      5877241\n",
      "\n",
      "Curr date is 20150702\n",
      "Last traded price: 2107.33\n",
      "Fluctuation ratio: +0.45%\n",
      "Traded volume:     559474\n",
      "Traded price:      6954702\n",
      "\n",
      "Curr date is 20150701\n",
      "Last traded price: 2097.89\n",
      "Fluctuation ratio: +1.14%\n",
      "Traded volume:     468233\n",
      "Traded price:      5804594\n",
      "\n",
      "Curr date is 20150630\n",
      "Last traded price: 2074.20\n",
      "Fluctuation ratio: +0.67%\n",
      "Traded volume:     389704\n",
      "Traded price:      5606673\n",
      "\n",
      "Curr date is 20150629\n",
      "Last traded price: 2060.49\n",
      "Fluctuation ratio: -1.42%\n",
      "Traded volume:     499301\n",
      "Traded price:      6142787\n",
      "\n",
      "Curr date is 20150626\n",
      "Last traded price: 2090.26\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     487506\n",
      "Traded price:      6232862\n",
      "\n",
      "Curr date is 20150625\n",
      "Last traded price: 2085.06\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     569595\n",
      "Traded price:      5832424\n",
      "\n",
      "Curr date is 20150624\n",
      "Last traded price: 2085.53\n",
      "Fluctuation ratio: +0.21%\n",
      "Traded volume:     394955\n",
      "Traded price:      5240680\n",
      "\n",
      "Curr date is 20150623\n",
      "Last traded price: 2081.20\n",
      "Fluctuation ratio: +1.27%\n",
      "Traded volume:     325895\n",
      "Traded price:      5218253\n",
      "\n",
      "Curr date is 20150622\n",
      "Last traded price: 2055.16\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     262775\n",
      "Traded price:      4248248\n",
      "\n",
      "Curr date is 20150619\n",
      "Last traded price: 2046.96\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     394065\n",
      "Traded price:      5570859\n",
      "\n",
      "Curr date is 20150618\n",
      "Last traded price: 2041.88\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     386776\n",
      "Traded price:      5245838\n",
      "\n",
      "Curr date is 20150617\n",
      "Last traded price: 2034.86\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     349919\n",
      "Traded price:      5064150\n",
      "\n",
      "Curr date is 20150616\n",
      "Last traded price: 2028.72\n",
      "Fluctuation ratio: -0.67%\n",
      "Traded volume:     376207\n",
      "Traded price:      6265626\n",
      "\n",
      "Curr date is 20150615\n",
      "Last traded price: 2042.32\n",
      "Fluctuation ratio: -0.48%\n",
      "Traded volume:     310139\n",
      "Traded price:      4765898\n",
      "\n",
      "Curr date is 20150612\n",
      "Last traded price: 2052.17\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     384132\n",
      "Traded price:      5960234\n",
      "\n",
      "Curr date is 20150611\n",
      "Last traded price: 2056.61\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     451273\n",
      "Traded price:      7495997\n",
      "\n",
      "Curr date is 20150610\n",
      "Last traded price: 2051.32\n",
      "Fluctuation ratio: -0.62%\n",
      "Traded volume:     418420\n",
      "Traded price:      6101561\n",
      "\n",
      "Curr date is 20150609\n",
      "Last traded price: 2064.03\n",
      "Fluctuation ratio: -0.06%\n",
      "Traded volume:     418684\n",
      "Traded price:      5538722\n",
      "\n",
      "Curr date is 20150608\n",
      "Last traded price: 2065.19\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     390357\n",
      "Traded price:      5508814\n",
      "\n",
      "Curr date is 20150605\n",
      "Last traded price: 2068.10\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     388853\n",
      "Traded price:      6086742\n",
      "\n",
      "Curr date is 20150604\n",
      "Last traded price: 2072.86\n",
      "Fluctuation ratio: +0.47%\n",
      "Traded volume:     392034\n",
      "Traded price:      7004163\n",
      "\n",
      "Curr date is 20150603\n",
      "Last traded price: 2063.16\n",
      "Fluctuation ratio: -0.74%\n",
      "Traded volume:     532758\n",
      "Traded price:      6300056\n",
      "\n",
      "Curr date is 20150602\n",
      "Last traded price: 2078.64\n",
      "Fluctuation ratio: -1.13%\n",
      "Traded volume:     515192\n",
      "Traded price:      6940036\n",
      "\n",
      "Curr date is 20150601\n",
      "Last traded price: 2102.37\n",
      "Fluctuation ratio: -0.59%\n",
      "Traded volume:     420716\n",
      "Traded price:      5697910\n",
      "\n",
      "Curr date is 20150529\n",
      "Last traded price: 2114.80\n",
      "Fluctuation ratio: +0.19%\n",
      "Traded volume:     448189\n",
      "Traded price:      7648634\n",
      "\n",
      "Curr date is 20150528\n",
      "Last traded price: 2110.89\n",
      "Fluctuation ratio: +0.16%\n",
      "Traded volume:     410706\n",
      "Traded price:      6742808\n",
      "\n",
      "Curr date is 20150527\n",
      "Last traded price: 2107.50\n",
      "Fluctuation ratio: -1.68%\n",
      "Traded volume:     434088\n",
      "Traded price:      7887325\n",
      "\n",
      "Curr date is 20150526\n",
      "Last traded price: 2143.50\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     373921\n",
      "Traded price:      6372057\n",
      "\n",
      "Curr date is 20150522\n",
      "Last traded price: 2146.10\n",
      "Fluctuation ratio: +1.10%\n",
      "Traded volume:     436973\n",
      "Traded price:      5992137\n",
      "\n",
      "Curr date is 20150521\n",
      "Last traded price: 2122.81\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     392880\n",
      "Traded price:      5596351\n",
      "\n",
      "Curr date is 20150520\n",
      "Last traded price: 2139.54\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     447646\n",
      "Traded price:      5998522\n",
      "\n",
      "Curr date is 20150519\n",
      "Last traded price: 2120.85\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     411965\n",
      "Traded price:      5650762\n",
      "\n",
      "Curr date is 20150518\n",
      "Last traded price: 2113.72\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     441445\n",
      "Traded price:      5784617\n",
      "\n",
      "Curr date is 20150515\n",
      "Last traded price: 2106.50\n",
      "Fluctuation ratio: -0.65%\n",
      "Traded volume:     467268\n",
      "Traded price:      5365887\n",
      "\n",
      "Curr date is 20150514\n",
      "Last traded price: 2120.33\n",
      "Fluctuation ratio: +0.29%\n",
      "Traded volume:     425176\n",
      "Traded price:      5003053\n",
      "\n",
      "Curr date is 20150513\n",
      "Last traded price: 2114.16\n",
      "Fluctuation ratio: +0.83%\n",
      "Traded volume:     373063\n",
      "Traded price:      4928946\n",
      "\n",
      "Curr date is 20150512\n",
      "Last traded price: 2096.77\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     386675\n",
      "Traded price:      4899718\n",
      "\n",
      "Curr date is 20150511\n",
      "Last traded price: 2097.38\n",
      "Fluctuation ratio: +0.57%\n",
      "Traded volume:     326946\n",
      "Traded price:      4962776\n",
      "\n",
      "Curr date is 20150508\n",
      "Last traded price: 2085.52\n",
      "Fluctuation ratio: -0.26%\n",
      "Traded volume:     305314\n",
      "Traded price:      4677202\n",
      "\n",
      "Curr date is 20150507\n",
      "Last traded price: 2091.00\n",
      "Fluctuation ratio: -0.65%\n",
      "Traded volume:     418759\n",
      "Traded price:      5370714\n",
      "\n",
      "Curr date is 20150506\n",
      "Last traded price: 2104.58\n",
      "Fluctuation ratio: -1.30%\n",
      "Traded volume:     424198\n",
      "Traded price:      5600790\n",
      "\n",
      "Curr date is 20150504\n",
      "Last traded price: 2132.23\n",
      "Fluctuation ratio: +0.24%\n",
      "Traded volume:     352069\n",
      "Traded price:      4668413\n",
      "\n",
      "Curr date is 20150430\n",
      "Last traded price: 2127.17\n",
      "Fluctuation ratio: -0.72%\n",
      "Traded volume:     497732\n",
      "Traded price:      6018805\n",
      "\n",
      "Curr date is 20150429\n",
      "Last traded price: 2142.63\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     453869\n",
      "Traded price:      6564697\n",
      "\n",
      "Curr date is 20150428\n",
      "Last traded price: 2147.67\n",
      "Fluctuation ratio: -0.46%\n",
      "Traded volume:     410562\n",
      "Traded price:      6068630\n",
      "\n",
      "Curr date is 20150427\n",
      "Last traded price: 2157.54\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     388660\n",
      "Traded price:      6117139\n",
      "\n",
      "Curr date is 20150424\n",
      "Last traded price: 2159.80\n",
      "Fluctuation ratio: -0.63%\n",
      "Traded volume:     503418\n",
      "Traded price:      8114606\n",
      "\n",
      "Curr date is 20150423\n",
      "Last traded price: 2173.41\n",
      "Fluctuation ratio: +1.38%\n",
      "Traded volume:     514837\n",
      "Traded price:      8076510\n",
      "\n",
      "Curr date is 20150422\n",
      "Last traded price: 2143.89\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     762349\n",
      "Traded price:      8388538\n",
      "\n",
      "Curr date is 20150421\n",
      "Last traded price: 2144.79\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     555234\n",
      "Traded price:      6825206\n",
      "\n",
      "Curr date is 20150420\n",
      "Last traded price: 2146.71\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     503401\n",
      "Traded price:      6973925\n",
      "\n",
      "Curr date is 20150417\n",
      "Last traded price: 2143.50\n",
      "Fluctuation ratio: +0.17%\n",
      "Traded volume:     457908\n",
      "Traded price:      6249221\n",
      "\n",
      "Curr date is 20150416\n",
      "Last traded price: 2139.90\n",
      "Fluctuation ratio: +0.94%\n",
      "Traded volume:     471230\n",
      "Traded price:      7187304\n",
      "\n",
      "Curr date is 20150415\n",
      "Last traded price: 2119.96\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     445868\n",
      "Traded price:      7283611\n",
      "\n",
      "Curr date is 20150414\n",
      "Last traded price: 2111.72\n",
      "Fluctuation ratio: +0.61%\n",
      "Traded volume:     636475\n",
      "Traded price:      7954023\n",
      "\n",
      "Curr date is 20150413\n",
      "Last traded price: 2098.92\n",
      "Fluctuation ratio: +0.53%\n",
      "Traded volume:     550382\n",
      "Traded price:      6949775\n",
      "\n",
      "Curr date is 20150410\n",
      "Last traded price: 2087.76\n",
      "Fluctuation ratio: +1.40%\n",
      "Traded volume:     647107\n",
      "Traded price:      6275483\n",
      "\n",
      "Curr date is 20150409\n",
      "Last traded price: 2058.87\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     519429\n",
      "Traded price:      5805350\n",
      "\n",
      "Curr date is 20150408\n",
      "Last traded price: 2059.26\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     546028\n",
      "Traded price:      6416068\n",
      "\n",
      "Curr date is 20150407\n",
      "Last traded price: 2047.03\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     426271\n",
      "Traded price:      4760116\n",
      "\n",
      "Curr date is 20150406\n",
      "Last traded price: 2046.43\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     454031\n",
      "Traded price:      4726562\n",
      "\n",
      "Curr date is 20150403\n",
      "Last traded price: 2045.42\n",
      "Fluctuation ratio: +0.81%\n",
      "Traded volume:     493143\n",
      "Traded price:      4452256\n",
      "\n",
      "Curr date is 20150402\n",
      "Last traded price: 2029.07\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     646302\n",
      "Traded price:      5904789\n",
      "\n",
      "Curr date is 20150401\n",
      "Last traded price: 2028.45\n",
      "Fluctuation ratio: -0.62%\n",
      "Traded volume:     538580\n",
      "Traded price:      5316792\n",
      "\n",
      "Curr date is 20150331\n",
      "Last traded price: 2041.03\n",
      "Fluctuation ratio: +0.54%\n",
      "Traded volume:     547252\n",
      "Traded price:      5291411\n",
      "\n",
      "Curr date is 20150330\n",
      "Last traded price: 2030.04\n",
      "Fluctuation ratio: +0.51%\n",
      "Traded volume:     435179\n",
      "Traded price:      4347308\n",
      "\n",
      "Curr date is 20150327\n",
      "Last traded price: 2019.80\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     442814\n",
      "Traded price:      5035104\n",
      "\n",
      "Curr date is 20150326\n",
      "Last traded price: 2022.56\n",
      "Fluctuation ratio: -0.99%\n",
      "Traded volume:     338831\n",
      "Traded price:      5100235\n",
      "\n",
      "Curr date is 20150325\n",
      "Last traded price: 2042.81\n",
      "Fluctuation ratio: +0.07%\n",
      "Traded volume:     418100\n",
      "Traded price:      4983230\n",
      "\n",
      "Curr date is 20150324\n",
      "Last traded price: 2041.37\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     324351\n",
      "Traded price:      4561843\n",
      "\n",
      "Curr date is 20150323\n",
      "Last traded price: 2036.59\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     310208\n",
      "Traded price:      4575023\n",
      "\n",
      "Curr date is 20150320\n",
      "Last traded price: 2037.24\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     347283\n",
      "Traded price:      5060596\n",
      "\n",
      "Curr date is 20150319\n",
      "Last traded price: 2037.89\n",
      "Fluctuation ratio: +0.47%\n",
      "Traded volume:     445165\n",
      "Traded price:      5557805\n",
      "\n",
      "Curr date is 20150318\n",
      "Last traded price: 2028.45\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     358261\n",
      "Traded price:      5306022\n",
      "\n",
      "Curr date is 20150317\n",
      "Last traded price: 2029.91\n",
      "Fluctuation ratio: +2.14%\n",
      "Traded volume:     353014\n",
      "Traded price:      5331677\n",
      "\n",
      "Curr date is 20150316\n",
      "Last traded price: 1987.33\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     315596\n",
      "Traded price:      4562851\n",
      "\n",
      "Curr date is 20150313\n",
      "Last traded price: 1985.79\n",
      "Fluctuation ratio: +0.77%\n",
      "Traded volume:     322560\n",
      "Traded price:      4249807\n",
      "\n",
      "Curr date is 20150312\n",
      "Last traded price: 1970.59\n",
      "Fluctuation ratio: -0.52%\n",
      "Traded volume:     379584\n",
      "Traded price:      6277284\n",
      "\n",
      "Curr date is 20150311\n",
      "Last traded price: 1980.83\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     395371\n",
      "Traded price:      5795408\n",
      "\n",
      "Curr date is 20150310\n",
      "Last traded price: 1984.77\n",
      "Fluctuation ratio: -0.40%\n",
      "Traded volume:     430271\n",
      "Traded price:      4677577\n",
      "\n",
      "Curr date is 20150309\n",
      "Last traded price: 1992.82\n",
      "Fluctuation ratio: -1.00%\n",
      "Traded volume:     292973\n",
      "Traded price:      3941996\n",
      "\n",
      "Curr date is 20150306\n",
      "Last traded price: 2012.94\n",
      "Fluctuation ratio: +0.73%\n",
      "Traded volume:     389914\n",
      "Traded price:      4749043\n",
      "\n",
      "Curr date is 20150305\n",
      "Last traded price: 1998.38\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     362427\n",
      "Traded price:      3939052\n",
      "\n",
      "Curr date is 20150304\n",
      "Last traded price: 1998.29\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     369997\n",
      "Traded price:      4595754\n",
      "\n",
      "Curr date is 20150303\n",
      "Last traded price: 2001.38\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     440885\n",
      "Traded price:      5301006\n",
      "\n",
      "Curr date is 20150302\n",
      "Last traded price: 1996.81\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     365957\n",
      "Traded price:      5493257\n",
      "\n",
      "Curr date is 20150227\n",
      "Last traded price: 1985.80\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     417184\n",
      "Traded price:      5527749\n",
      "\n",
      "Curr date is 20150226\n",
      "Last traded price: 1993.08\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     379351\n",
      "Traded price:      5019255\n",
      "\n",
      "Curr date is 20150225\n",
      "Last traded price: 1990.47\n",
      "Fluctuation ratio: +0.73%\n",
      "Traded volume:     360343\n",
      "Traded price:      4827387\n",
      "\n",
      "Curr date is 20150224\n",
      "Last traded price: 1976.12\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     304394\n",
      "Traded price:      4112593\n",
      "\n",
      "Curr date is 20150223\n",
      "Last traded price: 1968.39\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     334135\n",
      "Traded price:      4038723\n",
      "\n",
      "Curr date is 20150217\n",
      "Last traded price: 1961.45\n",
      "Fluctuation ratio: +0.16%\n",
      "Traded volume:     298178\n",
      "Traded price:      3461146\n",
      "\n",
      "Curr date is 20150216\n",
      "Last traded price: 1958.23\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     344836\n",
      "Traded price:      3637341\n",
      "\n",
      "Curr date is 20150213\n",
      "Last traded price: 1957.50\n",
      "Fluctuation ratio: +0.82%\n",
      "Traded volume:     342798\n",
      "Traded price:      4011442\n",
      "\n",
      "Curr date is 20150212\n",
      "Last traded price: 1941.63\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     327123\n",
      "Traded price:      4263274\n",
      "\n",
      "Curr date is 20150211\n",
      "Last traded price: 1945.70\n",
      "Fluctuation ratio: +0.51%\n",
      "Traded volume:     300352\n",
      "Traded price:      4157788\n",
      "\n",
      "Curr date is 20150210\n",
      "Last traded price: 1935.86\n",
      "Fluctuation ratio: -0.57%\n",
      "Traded volume:     322839\n",
      "Traded price:      4084514\n",
      "\n",
      "Curr date is 20150209\n",
      "Last traded price: 1947.00\n",
      "Fluctuation ratio: -0.44%\n",
      "Traded volume:     306825\n",
      "Traded price:      4285816\n",
      "\n",
      "Curr date is 20150206\n",
      "Last traded price: 1955.52\n",
      "Fluctuation ratio: +0.14%\n",
      "Traded volume:     299872\n",
      "Traded price:      4690502\n",
      "\n",
      "Curr date is 20150205\n",
      "Last traded price: 1952.84\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     390988\n",
      "Traded price:      4229113\n",
      "\n",
      "Curr date is 20150204\n",
      "Last traded price: 1962.79\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     343298\n",
      "Traded price:      4938163\n",
      "\n",
      "Curr date is 20150203\n",
      "Last traded price: 1951.96\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     366309\n",
      "Traded price:      4593470\n",
      "\n",
      "Curr date is 20150202\n",
      "Last traded price: 1952.68\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     361376\n",
      "Traded price:      4306479\n",
      "\n",
      "Curr date is 20150130\n",
      "Last traded price: 1949.26\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     435570\n",
      "Traded price:      5755876\n",
      "\n",
      "Curr date is 20150129\n",
      "Last traded price: 1951.02\n",
      "Fluctuation ratio: -0.54%\n",
      "Traded volume:     385492\n",
      "Traded price:      5172438\n",
      "\n",
      "Curr date is 20150128\n",
      "Last traded price: 1961.58\n",
      "Fluctuation ratio: +0.47%\n",
      "Traded volume:     395675\n",
      "Traded price:      5188422\n",
      "\n",
      "Curr date is 20150127\n",
      "Last traded price: 1952.40\n",
      "Fluctuation ratio: +0.86%\n",
      "Traded volume:     458801\n",
      "Traded price:      4493085\n",
      "\n",
      "Curr date is 20150126\n",
      "Last traded price: 1935.68\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     327120\n",
      "Traded price:      3900274\n",
      "\n",
      "Curr date is 20150123\n",
      "Last traded price: 1936.09\n",
      "Fluctuation ratio: +0.79%\n",
      "Traded volume:     363083\n",
      "Traded price:      4595883\n",
      "\n",
      "Curr date is 20150122\n",
      "Last traded price: 1920.82\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     339567\n",
      "Traded price:      4477173\n",
      "\n",
      "Curr date is 20150121\n",
      "Last traded price: 1921.23\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     296305\n",
      "Traded price:      4251709\n",
      "\n",
      "Curr date is 20150120\n",
      "Last traded price: 1918.31\n",
      "Fluctuation ratio: +0.82%\n",
      "Traded volume:     277640\n",
      "Traded price:      3573038\n",
      "\n",
      "Curr date is 20150119\n",
      "Last traded price: 1902.62\n",
      "Fluctuation ratio: +0.77%\n",
      "Traded volume:     278181\n",
      "Traded price:      3506180\n",
      "\n",
      "Curr date is 20150116\n",
      "Last traded price: 1888.13\n",
      "Fluctuation ratio: -1.36%\n",
      "Traded volume:     294638\n",
      "Traded price:      3920572\n",
      "\n",
      "Curr date is 20150115\n",
      "Last traded price: 1914.14\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     263294\n",
      "Traded price:      3766993\n",
      "\n",
      "Curr date is 20150114\n",
      "Last traded price: 1913.66\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     280976\n",
      "Traded price:      4341094\n",
      "\n",
      "Curr date is 20150113\n",
      "Last traded price: 1917.14\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     335782\n",
      "Traded price:      4791776\n",
      "\n",
      "Curr date is 20150112\n",
      "Last traded price: 1920.95\n",
      "Fluctuation ratio: -0.19%\n",
      "Traded volume:     308845\n",
      "Traded price:      3498577\n",
      "\n",
      "Curr date is 20150109\n",
      "Last traded price: 1924.70\n",
      "Fluctuation ratio: +1.05%\n",
      "Traded volume:     305074\n",
      "Traded price:      4246382\n",
      "\n",
      "Curr date is 20150108\n",
      "Last traded price: 1904.65\n",
      "Fluctuation ratio: +1.11%\n",
      "Traded volume:     258491\n",
      "Traded price:      4170345\n",
      "\n",
      "Curr date is 20150107\n",
      "Last traded price: 1883.83\n",
      "Fluctuation ratio: +0.07%\n",
      "Traded volume:     277346\n",
      "Traded price:      3697278\n",
      "\n",
      "Curr date is 20150106\n",
      "Last traded price: 1882.45\n",
      "Fluctuation ratio: -1.74%\n",
      "Traded volume:     299342\n",
      "Traded price:      4655218\n",
      "\n",
      "Curr date is 20150105\n",
      "Last traded price: 1915.75\n",
      "Fluctuation ratio: -0.55%\n",
      "Traded volume:     310548\n",
      "Traded price:      4663122\n",
      "\n",
      "Curr date is 20150102\n",
      "Last traded price: 1926.44\n",
      "Fluctuation ratio: +0.57%\n",
      "Traded volume:     255350\n",
      "Traded price:      3620080\n",
      "\n",
      "Curr date is 20141230\n",
      "Last traded price: 1915.59\n",
      "Fluctuation ratio: -0.64%\n",
      "Traded volume:     253023\n",
      "Traded price:      3643011\n",
      "\n",
      "Curr date is 20141229\n",
      "Last traded price: 1927.86\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     263159\n",
      "Traded price:      3395917\n",
      "\n",
      "Curr date is 20141226\n",
      "Last traded price: 1948.16\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     292444\n",
      "Traded price:      3356911\n",
      "\n",
      "Curr date is 20141224\n",
      "Last traded price: 1946.61\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     279433\n",
      "Traded price:      2936851\n",
      "\n",
      "Curr date is 20141223\n",
      "Last traded price: 1939.02\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     295296\n",
      "Traded price:      3595299\n",
      "\n",
      "Curr date is 20141222\n",
      "Last traded price: 1943.12\n",
      "Fluctuation ratio: +0.68%\n",
      "Traded volume:     316460\n",
      "Traded price:      4034983\n",
      "\n",
      "Curr date is 20141219\n",
      "Last traded price: 1929.98\n",
      "Fluctuation ratio: +1.71%\n",
      "Traded volume:     286590\n",
      "Traded price:      4309175\n",
      "\n",
      "Curr date is 20141218\n",
      "Last traded price: 1897.50\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     332349\n",
      "Traded price:      5242642\n",
      "\n",
      "Curr date is 20141217\n",
      "Last traded price: 1900.16\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     301895\n",
      "Traded price:      4011260\n",
      "\n",
      "Curr date is 20141216\n",
      "Last traded price: 1904.13\n",
      "Fluctuation ratio: -0.85%\n",
      "Traded volume:     363279\n",
      "Traded price:      4218492\n",
      "\n",
      "Curr date is 20141215\n",
      "Last traded price: 1920.36\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     289701\n",
      "Traded price:      3695248\n",
      "\n",
      "Curr date is 20141212\n",
      "Last traded price: 1921.71\n",
      "Fluctuation ratio: +0.27%\n",
      "Traded volume:     358699\n",
      "Traded price:      3738551\n",
      "\n",
      "Curr date is 20141211\n",
      "Last traded price: 1916.59\n",
      "Fluctuation ratio: -1.49%\n",
      "Traded volume:     335985\n",
      "Traded price:      4311388\n",
      "\n",
      "Curr date is 20141210\n",
      "Last traded price: 1945.56\n",
      "Fluctuation ratio: -1.29%\n",
      "Traded volume:     360982\n",
      "Traded price:      3748832\n",
      "\n",
      "Curr date is 20141209\n",
      "Last traded price: 1970.95\n",
      "Fluctuation ratio: -0.40%\n",
      "Traded volume:     517079\n",
      "Traded price:      3631508\n",
      "\n",
      "Curr date is 20141208\n",
      "Last traded price: 1978.95\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     289019\n",
      "Traded price:      3056601\n",
      "\n",
      "Curr date is 20141205\n",
      "Last traded price: 1986.62\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     280448\n",
      "Traded price:      3017469\n",
      "\n",
      "Curr date is 20141204\n",
      "Last traded price: 1986.61\n",
      "Fluctuation ratio: +0.85%\n",
      "Traded volume:     241669\n",
      "Traded price:      3464610\n",
      "\n",
      "Curr date is 20141203\n",
      "Last traded price: 1969.91\n",
      "Fluctuation ratio: +0.21%\n",
      "Traded volume:     264661\n",
      "Traded price:      3136377\n",
      "\n",
      "Curr date is 20141202\n",
      "Last traded price: 1965.83\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     310614\n",
      "Traded price:      3708872\n",
      "\n",
      "Curr date is 20141201\n",
      "Last traded price: 1965.22\n",
      "Fluctuation ratio: -0.79%\n",
      "Traded volume:     328955\n",
      "Traded price:      4605221\n",
      "\n",
      "Curr date is 20141128\n",
      "Last traded price: 1980.78\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     335862\n",
      "Traded price:      4220597\n",
      "\n",
      "Curr date is 20141127\n",
      "Last traded price: 1982.09\n",
      "Fluctuation ratio: +0.06%\n",
      "Traded volume:     278397\n",
      "Traded price:      5176725\n",
      "\n",
      "Curr date is 20141126\n",
      "Last traded price: 1980.84\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     245777\n",
      "Traded price:      3949993\n",
      "\n",
      "Curr date is 20141125\n",
      "Last traded price: 1980.21\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     279206\n",
      "Traded price:      6024583\n",
      "\n",
      "Curr date is 20141124\n",
      "Last traded price: 1978.54\n",
      "Fluctuation ratio: +0.70%\n",
      "Traded volume:     322592\n",
      "Traded price:      5477263\n",
      "\n",
      "Curr date is 20141121\n",
      "Last traded price: 1964.84\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     341882\n",
      "Traded price:      4175043\n",
      "\n",
      "Curr date is 20141120\n",
      "Last traded price: 1958.04\n",
      "Fluctuation ratio: -0.45%\n",
      "Traded volume:     331852\n",
      "Traded price:      4194488\n",
      "\n",
      "Curr date is 20141119\n",
      "Last traded price: 1966.87\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     274000\n",
      "Traded price:      4396794\n",
      "\n",
      "Curr date is 20141118\n",
      "Last traded price: 1967.01\n",
      "Fluctuation ratio: +1.20%\n",
      "Traded volume:     243905\n",
      "Traded price:      4086229\n",
      "\n",
      "Curr date is 20141117\n",
      "Last traded price: 1943.63\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     274525\n",
      "Traded price:      4255101\n",
      "\n",
      "Curr date is 20141114\n",
      "Last traded price: 1945.14\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     307503\n",
      "Traded price:      4950405\n",
      "\n",
      "Curr date is 20141113\n",
      "Last traded price: 1960.51\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     327648\n",
      "Traded price:      3902488\n",
      "\n",
      "Curr date is 20141112\n",
      "Last traded price: 1967.27\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     344719\n",
      "Traded price:      4401132\n",
      "\n",
      "Curr date is 20141111\n",
      "Last traded price: 1963.00\n",
      "Fluctuation ratio: +0.24%\n",
      "Traded volume:     308287\n",
      "Traded price:      4408109\n",
      "\n",
      "Curr date is 20141110\n",
      "Last traded price: 1958.23\n",
      "Fluctuation ratio: +0.95%\n",
      "Traded volume:     308267\n",
      "Traded price:      4422050\n",
      "\n",
      "Curr date is 20141107\n",
      "Last traded price: 1939.87\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     250598\n",
      "Traded price:      3574807\n",
      "\n",
      "Curr date is 20141106\n",
      "Last traded price: 1936.48\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     344538\n",
      "Traded price:      4368937\n",
      "\n",
      "Curr date is 20141105\n",
      "Last traded price: 1931.43\n",
      "Fluctuation ratio: -0.19%\n",
      "Traded volume:     327924\n",
      "Traded price:      4001394\n",
      "\n",
      "Curr date is 20141104\n",
      "Last traded price: 1935.19\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     387726\n",
      "Traded price:      4868365\n",
      "\n",
      "Curr date is 20141103\n",
      "Last traded price: 1952.97\n",
      "Fluctuation ratio: -0.58%\n",
      "Traded volume:     340854\n",
      "Traded price:      4397324\n",
      "\n",
      "Curr date is 20141031\n",
      "Last traded price: 1964.43\n",
      "Fluctuation ratio: +0.28%\n",
      "Traded volume:     334087\n",
      "Traded price:      5245338\n",
      "\n",
      "Curr date is 20141030\n",
      "Last traded price: 1958.93\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     307569\n",
      "Traded price:      4923400\n",
      "\n",
      "Curr date is 20141029\n",
      "Last traded price: 1961.17\n",
      "Fluctuation ratio: +1.84%\n",
      "Traded volume:     391852\n",
      "Traded price:      5341254\n",
      "\n",
      "Curr date is 20141028\n",
      "Last traded price: 1925.68\n",
      "Fluctuation ratio: -0.33%\n",
      "Traded volume:     404793\n",
      "Traded price:      3713021\n",
      "\n",
      "Curr date is 20141027\n",
      "Last traded price: 1931.97\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     403265\n",
      "Traded price:      3995164\n",
      "\n",
      "Curr date is 20141024\n",
      "Last traded price: 1925.69\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     391879\n",
      "Traded price:      4255770\n",
      "\n",
      "Curr date is 20141023\n",
      "Last traded price: 1931.65\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     365647\n",
      "Traded price:      4279797\n",
      "\n",
      "Curr date is 20141022\n",
      "Last traded price: 1936.97\n",
      "Fluctuation ratio: +1.13%\n",
      "Traded volume:     391362\n",
      "Traded price:      4359710\n",
      "\n",
      "Curr date is 20141021\n",
      "Last traded price: 1915.28\n",
      "Fluctuation ratio: -0.77%\n",
      "Traded volume:     397515\n",
      "Traded price:      4274846\n",
      "\n",
      "Curr date is 20141020\n",
      "Last traded price: 1930.06\n",
      "Fluctuation ratio: +1.55%\n",
      "Traded volume:     339378\n",
      "Traded price:      3518148\n",
      "\n",
      "Curr date is 20141017\n",
      "Last traded price: 1900.66\n",
      "Fluctuation ratio: -0.95%\n",
      "Traded volume:     355535\n",
      "Traded price:      4454047\n",
      "\n",
      "Curr date is 20141016\n",
      "Last traded price: 1918.83\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     302100\n",
      "Traded price:      4423301\n",
      "\n",
      "Curr date is 20141015\n",
      "Last traded price: 1925.91\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     306734\n",
      "Traded price:      4022416\n",
      "\n",
      "Curr date is 20141014\n",
      "Last traded price: 1929.25\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     332476\n",
      "Traded price:      4117644\n",
      "\n",
      "Curr date is 20141013\n",
      "Last traded price: 1927.21\n",
      "Fluctuation ratio: -0.71%\n",
      "Traded volume:     305428\n",
      "Traded price:      3945695\n",
      "\n",
      "Curr date is 20141010\n",
      "Last traded price: 1940.92\n",
      "Fluctuation ratio: -1.24%\n",
      "Traded volume:     338162\n",
      "Traded price:      4350972\n",
      "\n",
      "Curr date is 20141008\n",
      "Last traded price: 1965.25\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     262800\n",
      "Traded price:      3690748\n",
      "\n",
      "Curr date is 20141007\n",
      "Last traded price: 1972.91\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     324339\n",
      "Traded price:      3777823\n",
      "\n",
      "Curr date is 20141006\n",
      "Last traded price: 1968.39\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     315350\n",
      "Traded price:      4196895\n",
      "\n",
      "Curr date is 20141002\n",
      "Last traded price: 1976.16\n",
      "Fluctuation ratio: -0.77%\n",
      "Traded volume:     319353\n",
      "Traded price:      4637472\n",
      "\n",
      "Curr date is 20141001\n",
      "Last traded price: 1991.54\n",
      "Fluctuation ratio: -1.41%\n",
      "Traded volume:     347820\n",
      "Traded price:      4293502\n",
      "\n",
      "Curr date is 20140930\n",
      "Last traded price: 2020.09\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     315333\n",
      "Traded price:      4160112\n",
      "\n",
      "Curr date is 20140929\n",
      "Last traded price: 2026.60\n",
      "Fluctuation ratio: -0.25%\n",
      "Traded volume:     334737\n",
      "Traded price:      4377072\n",
      "\n",
      "Curr date is 20140926\n",
      "Last traded price: 2031.64\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     305575\n",
      "Traded price:      3770029\n",
      "\n",
      "Curr date is 20140925\n",
      "Last traded price: 2034.11\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     316799\n",
      "Traded price:      4275060\n",
      "\n",
      "Curr date is 20140924\n",
      "Last traded price: 2035.64\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     328759\n",
      "Traded price:      4342212\n",
      "\n",
      "Curr date is 20140923\n",
      "Last traded price: 2028.91\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     422689\n",
      "Traded price:      4572823\n",
      "\n",
      "Curr date is 20140922\n",
      "Last traded price: 2039.27\n",
      "Fluctuation ratio: -0.71%\n",
      "Traded volume:     319494\n",
      "Traded price:      3483751\n",
      "\n",
      "Curr date is 20140919\n",
      "Last traded price: 2053.82\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     375520\n",
      "Traded price:      4812315\n",
      "\n",
      "Curr date is 20140918\n",
      "Last traded price: 2047.74\n",
      "Fluctuation ratio: -0.72%\n",
      "Traded volume:     390545\n",
      "Traded price:      5215264\n",
      "\n",
      "Curr date is 20140917\n",
      "Last traded price: 2062.61\n",
      "Fluctuation ratio: +0.96%\n",
      "Traded volume:     346442\n",
      "Traded price:      3429398\n",
      "\n",
      "Curr date is 20140916\n",
      "Last traded price: 2042.92\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     362555\n",
      "Traded price:      3071310\n",
      "\n",
      "Curr date is 20140915\n",
      "Last traded price: 2035.82\n",
      "Fluctuation ratio: -0.30%\n",
      "Traded volume:     294911\n",
      "Traded price:      3122884\n",
      "\n",
      "Curr date is 20140912\n",
      "Last traded price: 2041.86\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     358471\n",
      "Traded price:      3779245\n",
      "\n",
      "Curr date is 20140911\n",
      "Last traded price: 2034.16\n",
      "Fluctuation ratio: -0.74%\n",
      "Traded volume:     328302\n",
      "Traded price:      4910270\n",
      "\n",
      "Curr date is 20140905\n",
      "Last traded price: 2049.41\n",
      "Fluctuation ratio: -0.33%\n",
      "Traded volume:     338882\n",
      "Traded price:      3857244\n",
      "\n",
      "Curr date is 20140904\n",
      "Last traded price: 2056.26\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     372306\n",
      "Traded price:      4448018\n",
      "\n",
      "Curr date is 20140903\n",
      "Last traded price: 2051.20\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     333233\n",
      "Traded price:      4625007\n",
      "\n",
      "Curr date is 20140902\n",
      "Last traded price: 2051.58\n",
      "Fluctuation ratio: -0.79%\n",
      "Traded volume:     319591\n",
      "Traded price:      3981623\n",
      "\n",
      "Curr date is 20140901\n",
      "Last traded price: 2067.86\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     269659\n",
      "Traded price:      3181819\n",
      "\n",
      "Curr date is 20140829\n",
      "Last traded price: 2068.54\n",
      "Fluctuation ratio: -0.35%\n",
      "Traded volume:     296756\n",
      "Traded price:      3990195\n",
      "\n",
      "Curr date is 20140828\n",
      "Last traded price: 2075.76\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     301700\n",
      "Traded price:      3720860\n",
      "\n",
      "Curr date is 20140827\n",
      "Last traded price: 2074.93\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     333998\n",
      "Traded price:      4316348\n",
      "\n",
      "Curr date is 20140826\n",
      "Last traded price: 2068.05\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     284881\n",
      "Traded price:      3620635\n",
      "\n",
      "Curr date is 20140825\n",
      "Last traded price: 2060.89\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     268890\n",
      "Traded price:      3442655\n",
      "\n",
      "Curr date is 20140822\n",
      "Last traded price: 2056.70\n",
      "Fluctuation ratio: +0.61%\n",
      "Traded volume:     274117\n",
      "Traded price:      3455265\n",
      "\n",
      "Curr date is 20140821\n",
      "Last traded price: 2044.21\n",
      "Fluctuation ratio: -1.38%\n",
      "Traded volume:     300227\n",
      "Traded price:      4476954\n",
      "\n",
      "Curr date is 20140820\n",
      "Last traded price: 2072.78\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     311042\n",
      "Traded price:      4389712\n",
      "\n",
      "Curr date is 20140819\n",
      "Last traded price: 2071.14\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     323722\n",
      "Traded price:      4253648\n",
      "\n",
      "Curr date is 20140818\n",
      "Last traded price: 2053.13\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     295528\n",
      "Traded price:      3565288\n",
      "\n",
      "Curr date is 20140814\n",
      "Last traded price: 2063.22\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     267368\n",
      "Traded price:      3786580\n",
      "\n",
      "Curr date is 20140813\n",
      "Last traded price: 2062.36\n",
      "Fluctuation ratio: +1.02%\n",
      "Traded volume:     275928\n",
      "Traded price:      4160760\n",
      "\n",
      "Curr date is 20140812\n",
      "Last traded price: 2041.47\n",
      "Fluctuation ratio: +0.10%\n",
      "Traded volume:     308125\n",
      "Traded price:      3694877\n",
      "\n",
      "Curr date is 20140811\n",
      "Last traded price: 2039.37\n",
      "Fluctuation ratio: +0.41%\n",
      "Traded volume:     281859\n",
      "Traded price:      3435591\n",
      "\n",
      "Curr date is 20140808\n",
      "Last traded price: 2031.10\n",
      "Fluctuation ratio: -1.14%\n",
      "Traded volume:     347908\n",
      "Traded price:      4407248\n",
      "\n",
      "Curr date is 20140807\n",
      "Last traded price: 2054.51\n",
      "Fluctuation ratio: -0.30%\n",
      "Traded volume:     285474\n",
      "Traded price:      3683729\n",
      "\n",
      "Curr date is 20140806\n",
      "Last traded price: 2060.73\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     357521\n",
      "Traded price:      4416907\n",
      "\n",
      "Curr date is 20140805\n",
      "Last traded price: 2066.26\n",
      "Fluctuation ratio: -0.68%\n",
      "Traded volume:     322533\n",
      "Traded price:      3784559\n",
      "\n",
      "Curr date is 20140804\n",
      "Last traded price: 2080.42\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     250575\n",
      "Traded price:      3862235\n",
      "\n",
      "Curr date is 20140801\n",
      "Last traded price: 2073.10\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     268669\n",
      "Traded price:      4928825\n",
      "\n",
      "Curr date is 20140731\n",
      "Last traded price: 2076.12\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     379557\n",
      "Traded price:      5997945\n",
      "\n",
      "Curr date is 20140730\n",
      "Last traded price: 2082.61\n",
      "Fluctuation ratio: +1.00%\n",
      "Traded volume:     338279\n",
      "Traded price:      6426401\n",
      "\n",
      "Curr date is 20140729\n",
      "Last traded price: 2061.97\n",
      "Fluctuation ratio: +0.64%\n",
      "Traded volume:     401105\n",
      "Traded price:      5872696\n",
      "\n",
      "Curr date is 20140728\n",
      "Last traded price: 2048.81\n",
      "Fluctuation ratio: +0.74%\n",
      "Traded volume:     343240\n",
      "Traded price:      4544045\n",
      "\n",
      "Curr date is 20140725\n",
      "Last traded price: 2033.85\n",
      "Fluctuation ratio: +0.36%\n",
      "Traded volume:     267408\n",
      "Traded price:      3826722\n",
      "\n",
      "Curr date is 20140724\n",
      "Last traded price: 2026.62\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     320206\n",
      "Traded price:      4542263\n",
      "\n",
      "Curr date is 20140723\n",
      "Last traded price: 2028.32\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     345338\n",
      "Traded price:      4049538\n",
      "\n",
      "Curr date is 20140722\n",
      "Last traded price: 2028.93\n",
      "Fluctuation ratio: +0.52%\n",
      "Traded volume:     261685\n",
      "Traded price:      3006868\n",
      "\n",
      "Curr date is 20140721\n",
      "Last traded price: 2018.50\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     271415\n",
      "Traded price:      3193026\n",
      "\n",
      "Curr date is 20140718\n",
      "Last traded price: 2019.42\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     273439\n",
      "Traded price:      3238917\n",
      "\n",
      "Curr date is 20140717\n",
      "Last traded price: 2020.90\n",
      "Fluctuation ratio: +0.37%\n",
      "Traded volume:     318949\n",
      "Traded price:      3854078\n",
      "\n",
      "Curr date is 20140716\n",
      "Last traded price: 2013.48\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     311120\n",
      "Traded price:      3893282\n",
      "\n",
      "Curr date is 20140715\n",
      "Last traded price: 2012.72\n",
      "Fluctuation ratio: +0.94%\n",
      "Traded volume:     356640\n",
      "Traded price:      4040552\n",
      "\n",
      "Curr date is 20140714\n",
      "Last traded price: 1993.88\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     267608\n",
      "Traded price:      3071958\n",
      "\n",
      "Curr date is 20140711\n",
      "Last traded price: 1988.74\n",
      "Fluctuation ratio: -0.70%\n",
      "Traded volume:     272598\n",
      "Traded price:      3467808\n",
      "\n",
      "Curr date is 20140710\n",
      "Last traded price: 2002.84\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     323818\n",
      "Traded price:      3580097\n",
      "\n",
      "Curr date is 20140709\n",
      "Last traded price: 2000.50\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     269156\n",
      "Traded price:      3677136\n",
      "\n",
      "Curr date is 20140708\n",
      "Last traded price: 2006.66\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     256431\n",
      "Traded price:      3369937\n",
      "\n",
      "Curr date is 20140707\n",
      "Last traded price: 2005.12\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     225549\n",
      "Traded price:      2974367\n",
      "\n",
      "Curr date is 20140704\n",
      "Last traded price: 2009.66\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     238714\n",
      "Traded price:      3036642\n",
      "\n",
      "Curr date is 20140703\n",
      "Last traded price: 2010.97\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     256694\n",
      "Traded price:      3415320\n",
      "\n",
      "Curr date is 20140702\n",
      "Last traded price: 2015.28\n",
      "Fluctuation ratio: +0.81%\n",
      "Traded volume:     311426\n",
      "Traded price:      3713358\n",
      "\n",
      "Curr date is 20140701\n",
      "Last traded price: 1999.00\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     235523\n",
      "Traded price:      2936667\n",
      "\n",
      "Curr date is 20140630\n",
      "Last traded price: 2002.21\n",
      "Fluctuation ratio: +0.69%\n",
      "Traded volume:     198147\n",
      "Traded price:      2870175\n",
      "\n",
      "Curr date is 20140627\n",
      "Last traded price: 1988.51\n",
      "Fluctuation ratio: -0.33%\n",
      "Traded volume:     213631\n",
      "Traded price:      2962209\n",
      "\n",
      "Curr date is 20140626\n",
      "Last traded price: 1995.05\n",
      "Fluctuation ratio: +0.67%\n",
      "Traded volume:     266464\n",
      "Traded price:      3793358\n",
      "\n",
      "Curr date is 20140625\n",
      "Last traded price: 1981.77\n",
      "Fluctuation ratio: -0.63%\n",
      "Traded volume:     329627\n",
      "Traded price:      3306330\n",
      "\n",
      "Curr date is 20140624\n",
      "Last traded price: 1994.35\n",
      "Fluctuation ratio: +0.98%\n",
      "Traded volume:     241511\n",
      "Traded price:      3552323\n",
      "\n",
      "Curr date is 20140623\n",
      "Last traded price: 1974.92\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     221379\n",
      "Traded price:      3284703\n",
      "\n",
      "Curr date is 20140620\n",
      "Last traded price: 1968.07\n",
      "Fluctuation ratio: -1.20%\n",
      "Traded volume:     219913\n",
      "Traded price:      3977340\n",
      "\n",
      "Curr date is 20140619\n",
      "Last traded price: 1992.03\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     251781\n",
      "Traded price:      3873682\n",
      "\n",
      "Curr date is 20140618\n",
      "Last traded price: 1989.49\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     210022\n",
      "Traded price:      3187212\n",
      "\n",
      "Curr date is 20140617\n",
      "Last traded price: 2001.55\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     232786\n",
      "Traded price:      3448945\n",
      "\n",
      "Curr date is 20140616\n",
      "Last traded price: 1993.59\n",
      "Fluctuation ratio: +0.14%\n",
      "Traded volume:     213930\n",
      "Traded price:      3309603\n",
      "\n",
      "Curr date is 20140613\n",
      "Last traded price: 1990.85\n",
      "Fluctuation ratio: -1.03%\n",
      "Traded volume:     220593\n",
      "Traded price:      3505363\n",
      "\n",
      "Curr date is 20140612\n",
      "Last traded price: 2011.65\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     246887\n",
      "Traded price:      4146952\n",
      "\n",
      "Curr date is 20140611\n",
      "Last traded price: 2014.67\n",
      "Fluctuation ratio: +0.14%\n",
      "Traded volume:     234720\n",
      "Traded price:      3810084\n",
      "\n",
      "Curr date is 20140610\n",
      "Last traded price: 2011.80\n",
      "Fluctuation ratio: +1.09%\n",
      "Traded volume:     232247\n",
      "Traded price:      3837230\n",
      "\n",
      "Curr date is 20140609\n",
      "Last traded price: 1990.04\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     207205\n",
      "Traded price:      4514168\n",
      "\n",
      "Curr date is 20140605\n",
      "Last traded price: 1995.48\n",
      "Fluctuation ratio: -0.65%\n",
      "Traded volume:     211467\n",
      "Traded price:      4404876\n",
      "\n",
      "Curr date is 20140603\n",
      "Last traded price: 2008.56\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     261739\n",
      "Traded price:      4757931\n",
      "\n",
      "Curr date is 20140602\n",
      "Last traded price: 2002.00\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     262699\n",
      "Traded price:      3104545\n",
      "\n",
      "Curr date is 20140530\n",
      "Last traded price: 1994.96\n",
      "Fluctuation ratio: -0.86%\n",
      "Traded volume:     242647\n",
      "Traded price:      4998367\n",
      "\n",
      "Curr date is 20140529\n",
      "Last traded price: 2012.26\n",
      "Fluctuation ratio: -0.24%\n",
      "Traded volume:     226077\n",
      "Traded price:      3628824\n",
      "\n",
      "Curr date is 20140528\n",
      "Last traded price: 2017.06\n",
      "Fluctuation ratio: +0.97%\n",
      "Traded volume:     207463\n",
      "Traded price:      3218728\n",
      "\n",
      "Curr date is 20140527\n",
      "Last traded price: 1997.63\n",
      "Fluctuation ratio: -0.63%\n",
      "Traded volume:     219073\n",
      "Traded price:      2704692\n",
      "\n",
      "Curr date is 20140526\n",
      "Last traded price: 2010.35\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     194315\n",
      "Traded price:      2651957\n",
      "\n",
      "Curr date is 20140523\n",
      "Last traded price: 2017.17\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     239157\n",
      "Traded price:      3133989\n",
      "\n",
      "Curr date is 20140522\n",
      "Last traded price: 2015.59\n",
      "Fluctuation ratio: +0.36%\n",
      "Traded volume:     227074\n",
      "Traded price:      3574341\n",
      "\n",
      "Curr date is 20140521\n",
      "Last traded price: 2008.33\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     218888\n",
      "Traded price:      3217907\n",
      "\n",
      "Curr date is 20140520\n",
      "Last traded price: 2011.26\n",
      "Fluctuation ratio: -0.19%\n",
      "Traded volume:     242307\n",
      "Traded price:      3661335\n",
      "\n",
      "Curr date is 20140519\n",
      "Last traded price: 2015.14\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     258600\n",
      "Traded price:      4136234\n",
      "\n",
      "Curr date is 20140516\n",
      "Last traded price: 2013.44\n",
      "Fluctuation ratio: +0.16%\n",
      "Traded volume:     229481\n",
      "Traded price:      3966285\n",
      "\n",
      "Curr date is 20140515\n",
      "Last traded price: 2010.20\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     253428\n",
      "Traded price:      3301753\n",
      "\n",
      "Curr date is 20140514\n",
      "Last traded price: 2010.83\n",
      "Fluctuation ratio: +1.41%\n",
      "Traded volume:     229158\n",
      "Traded price:      3636543\n",
      "\n",
      "Curr date is 20140513\n",
      "Last traded price: 1982.93\n",
      "Fluctuation ratio: +0.92%\n",
      "Traded volume:     238319\n",
      "Traded price:      3698504\n",
      "\n",
      "Curr date is 20140512\n",
      "Last traded price: 1964.94\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     197864\n",
      "Traded price:      3718159\n",
      "\n",
      "Curr date is 20140509\n",
      "Last traded price: 1956.55\n",
      "Fluctuation ratio: +0.31%\n",
      "Traded volume:     201103\n",
      "Traded price:      3414683\n",
      "\n",
      "Curr date is 20140508\n",
      "Last traded price: 1950.60\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     218940\n",
      "Traded price:      3818329\n",
      "\n",
      "Curr date is 20140507\n",
      "Last traded price: 1939.88\n",
      "Fluctuation ratio: -1.00%\n",
      "Traded volume:     189638\n",
      "Traded price:      3539128\n",
      "\n",
      "Curr date is 20140502\n",
      "Last traded price: 1959.44\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     170004\n",
      "Traded price:      3205069\n",
      "\n",
      "Curr date is 20140430\n",
      "Last traded price: 1961.79\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     224144\n",
      "Traded price:      3844149\n",
      "\n",
      "Curr date is 20140429\n",
      "Last traded price: 1964.77\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     171640\n",
      "Traded price:      2935333\n",
      "\n",
      "Curr date is 20140428\n",
      "Last traded price: 1969.26\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     165150\n",
      "Traded price:      2791504\n",
      "\n",
      "Curr date is 20140425\n",
      "Last traded price: 1971.66\n",
      "Fluctuation ratio: -1.34%\n",
      "Traded volume:     201771\n",
      "Traded price:      3600000\n",
      "\n",
      "Curr date is 20140424\n",
      "Last traded price: 1998.34\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     227923\n",
      "Traded price:      3513555\n",
      "\n",
      "Curr date is 20140423\n",
      "Last traded price: 2000.37\n",
      "Fluctuation ratio: -0.19%\n",
      "Traded volume:     231735\n",
      "Traded price:      3822075\n",
      "\n",
      "Curr date is 20140422\n",
      "Last traded price: 2004.22\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     202451\n",
      "Traded price:      3020345\n",
      "\n",
      "Curr date is 20140421\n",
      "Last traded price: 1999.22\n",
      "Fluctuation ratio: -0.25%\n",
      "Traded volume:     201221\n",
      "Traded price:      2197825\n",
      "\n",
      "Curr date is 20140418\n",
      "Last traded price: 2004.28\n",
      "Fluctuation ratio: +0.61%\n",
      "Traded volume:     201862\n",
      "Traded price:      2722967\n",
      "\n",
      "Curr date is 20140417\n",
      "Last traded price: 1992.05\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     195693\n",
      "Traded price:      2857523\n",
      "\n",
      "Curr date is 20140416\n",
      "Last traded price: 1992.21\n",
      "Fluctuation ratio: -0.00%\n",
      "Traded volume:     224325\n",
      "Traded price:      3227487\n",
      "\n",
      "Curr date is 20140415\n",
      "Last traded price: 1992.27\n",
      "Fluctuation ratio: -0.24%\n",
      "Traded volume:     191446\n",
      "Traded price:      3409027\n",
      "\n",
      "Curr date is 20140414\n",
      "Last traded price: 1997.02\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     201425\n",
      "Traded price:      2821669\n",
      "\n",
      "Curr date is 20140411\n",
      "Last traded price: 1997.44\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     204566\n",
      "Traded price:      3428399\n",
      "\n",
      "Curr date is 20140410\n",
      "Last traded price: 2008.61\n",
      "Fluctuation ratio: +0.48%\n",
      "Traded volume:     218950\n",
      "Traded price:      4101410\n",
      "\n",
      "Curr date is 20140409\n",
      "Last traded price: 1998.95\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     230827\n",
      "Traded price:      4695200\n",
      "\n",
      "Curr date is 20140408\n",
      "Last traded price: 1993.03\n",
      "Fluctuation ratio: +0.17%\n",
      "Traded volume:     214842\n",
      "Traded price:      3702218\n",
      "\n",
      "Curr date is 20140407\n",
      "Last traded price: 1989.70\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     182372\n",
      "Traded price:      3590499\n",
      "\n",
      "Curr date is 20140404\n",
      "Last traded price: 1988.09\n",
      "Fluctuation ratio: -0.28%\n",
      "Traded volume:     212662\n",
      "Traded price:      3215389\n",
      "\n",
      "Curr date is 20140403\n",
      "Last traded price: 1993.70\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     222076\n",
      "Traded price:      4122174\n",
      "\n",
      "Curr date is 20140402\n",
      "Last traded price: 1997.25\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     217813\n",
      "Traded price:      3905603\n",
      "\n",
      "Curr date is 20140401\n",
      "Last traded price: 1991.98\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     208181\n",
      "Traded price:      3708410\n",
      "\n",
      "Curr date is 20140331\n",
      "Last traded price: 1985.61\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     237572\n",
      "Traded price:      4391688\n",
      "\n",
      "Curr date is 20140328\n",
      "Last traded price: 1981.00\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     241713\n",
      "Traded price:      3392042\n",
      "\n",
      "Curr date is 20140327\n",
      "Last traded price: 1977.97\n",
      "Fluctuation ratio: +0.70%\n",
      "Traded volume:     212688\n",
      "Traded price:      3867323\n",
      "\n",
      "Curr date is 20140326\n",
      "Last traded price: 1964.31\n",
      "Fluctuation ratio: +1.19%\n",
      "Traded volume:     243349\n",
      "Traded price:      3972279\n",
      "\n",
      "Curr date is 20140325\n",
      "Last traded price: 1941.25\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     222621\n",
      "Traded price:      3728658\n",
      "\n",
      "Curr date is 20140324\n",
      "Last traded price: 1945.55\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     225732\n",
      "Traded price:      3264262\n",
      "\n",
      "Curr date is 20140321\n",
      "Last traded price: 1934.94\n",
      "Fluctuation ratio: +0.80%\n",
      "Traded volume:     245724\n",
      "Traded price:      3373507\n",
      "\n",
      "Curr date is 20140320\n",
      "Last traded price: 1919.52\n",
      "Fluctuation ratio: -0.94%\n",
      "Traded volume:     216319\n",
      "Traded price:      3275680\n",
      "\n",
      "Curr date is 20140319\n",
      "Last traded price: 1937.68\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     246298\n",
      "Traded price:      3363229\n",
      "\n",
      "Curr date is 20140318\n",
      "Last traded price: 1940.21\n",
      "Fluctuation ratio: +0.66%\n",
      "Traded volume:     270588\n",
      "Traded price:      3560038\n",
      "\n",
      "Curr date is 20140317\n",
      "Last traded price: 1927.53\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     212146\n",
      "Traded price:      3264799\n",
      "\n",
      "Curr date is 20140314\n",
      "Last traded price: 1919.90\n",
      "Fluctuation ratio: -0.75%\n",
      "Traded volume:     251334\n",
      "Traded price:      3976822\n",
      "\n",
      "Curr date is 20140313\n",
      "Last traded price: 1934.38\n",
      "Fluctuation ratio: +0.10%\n",
      "Traded volume:     256319\n",
      "Traded price:      4349817\n",
      "\n",
      "Curr date is 20140312\n",
      "Last traded price: 1932.54\n",
      "Fluctuation ratio: -1.60%\n",
      "Traded volume:     316494\n",
      "Traded price:      4125029\n",
      "\n",
      "Curr date is 20140311\n",
      "Last traded price: 1963.87\n",
      "Fluctuation ratio: +0.48%\n",
      "Traded volume:     244704\n",
      "Traded price:      3387413\n",
      "\n",
      "Curr date is 20140310\n",
      "Last traded price: 1954.42\n",
      "Fluctuation ratio: -1.03%\n",
      "Traded volume:     207689\n",
      "Traded price:      3351209\n",
      "\n",
      "Curr date is 20140307\n",
      "Last traded price: 1974.68\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     224665\n",
      "Traded price:      3208114\n",
      "\n",
      "Curr date is 20140306\n",
      "Last traded price: 1975.62\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     188961\n",
      "Traded price:      3301684\n",
      "\n",
      "Curr date is 20140305\n",
      "Last traded price: 1971.24\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     194812\n",
      "Traded price:      3567045\n",
      "\n",
      "Curr date is 20140304\n",
      "Last traded price: 1954.11\n",
      "Fluctuation ratio: -0.54%\n",
      "Traded volume:     197609\n",
      "Traded price:      3036204\n",
      "\n",
      "Curr date is 20140303\n",
      "Last traded price: 1964.69\n",
      "Fluctuation ratio: -0.77%\n",
      "Traded volume:     220309\n",
      "Traded price:      3334422\n",
      "\n",
      "Curr date is 20140228\n",
      "Last traded price: 1979.99\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     245561\n",
      "Traded price:      4724885\n",
      "\n",
      "Curr date is 20140227\n",
      "Last traded price: 1978.43\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     198142\n",
      "Traded price:      3763740\n",
      "\n",
      "Curr date is 20140226\n",
      "Last traded price: 1970.77\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     204839\n",
      "Traded price:      3785678\n",
      "\n",
      "Curr date is 20140225\n",
      "Last traded price: 1964.86\n",
      "Fluctuation ratio: +0.81%\n",
      "Traded volume:     222865\n",
      "Traded price:      3864116\n",
      "\n",
      "Curr date is 20140224\n",
      "Last traded price: 1949.05\n",
      "Fluctuation ratio: -0.45%\n",
      "Traded volume:     191774\n",
      "Traded price:      2830628\n",
      "\n",
      "Curr date is 20140221\n",
      "Last traded price: 1957.83\n",
      "Fluctuation ratio: +1.41%\n",
      "Traded volume:     209495\n",
      "Traded price:      3455116\n",
      "\n",
      "Curr date is 20140220\n",
      "Last traded price: 1930.57\n",
      "Fluctuation ratio: -0.64%\n",
      "Traded volume:     228428\n",
      "Traded price:      3787085\n",
      "\n",
      "Curr date is 20140219\n",
      "Last traded price: 1942.93\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     208354\n",
      "Traded price:      2991546\n",
      "\n",
      "Curr date is 20140218\n",
      "Last traded price: 1946.91\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     198390\n",
      "Traded price:      2689169\n",
      "\n",
      "Curr date is 20140217\n",
      "Last traded price: 1946.36\n",
      "Fluctuation ratio: +0.31%\n",
      "Traded volume:     211950\n",
      "Traded price:      3353405\n",
      "\n",
      "Curr date is 20140214\n",
      "Last traded price: 1940.28\n",
      "Fluctuation ratio: +0.69%\n",
      "Traded volume:     212453\n",
      "Traded price:      3158472\n",
      "\n",
      "Curr date is 20140213\n",
      "Last traded price: 1926.96\n",
      "Fluctuation ratio: -0.46%\n",
      "Traded volume:     183349\n",
      "Traded price:      2865046\n",
      "\n",
      "Curr date is 20140212\n",
      "Last traded price: 1935.84\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     222257\n",
      "Traded price:      3569015\n",
      "\n",
      "Curr date is 20140211\n",
      "Last traded price: 1932.06\n",
      "Fluctuation ratio: +0.46%\n",
      "Traded volume:     217817\n",
      "Traded price:      3187798\n",
      "\n",
      "Curr date is 20140210\n",
      "Last traded price: 1923.30\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     205334\n",
      "Traded price:      3154436\n",
      "\n",
      "Curr date is 20140207\n",
      "Last traded price: 1922.50\n",
      "Fluctuation ratio: +0.77%\n",
      "Traded volume:     270152\n",
      "Traded price:      4343953\n",
      "\n",
      "Curr date is 20140206\n",
      "Last traded price: 1907.89\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     255198\n",
      "Traded price:      3940198\n",
      "\n",
      "Curr date is 20140205\n",
      "Last traded price: 1891.32\n",
      "Fluctuation ratio: +0.24%\n",
      "Traded volume:     240719\n",
      "Traded price:      3889316\n",
      "\n",
      "Curr date is 20140204\n",
      "Last traded price: 1886.85\n",
      "Fluctuation ratio: -1.72%\n",
      "Traded volume:     246724\n",
      "Traded price:      4427814\n",
      "\n",
      "Curr date is 20140203\n",
      "Last traded price: 1919.96\n",
      "Fluctuation ratio: -1.09%\n",
      "Traded volume:     226810\n",
      "Traded price:      3903330\n",
      "\n",
      "Curr date is 20140129\n",
      "Last traded price: 1941.15\n",
      "Fluctuation ratio: +1.26%\n",
      "Traded volume:     213123\n",
      "Traded price:      4182197\n",
      "\n",
      "Curr date is 20140128\n",
      "Last traded price: 1916.93\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     267292\n",
      "Traded price:      4130271\n",
      "\n",
      "Curr date is 20140127\n",
      "Last traded price: 1910.34\n",
      "Fluctuation ratio: -1.56%\n",
      "Traded volume:     336281\n",
      "Traded price:      4321557\n",
      "\n",
      "Curr date is 20140124\n",
      "Last traded price: 1940.56\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     275118\n",
      "Traded price:      4301718\n",
      "\n",
      "Curr date is 20140123\n",
      "Last traded price: 1947.59\n",
      "Fluctuation ratio: -1.16%\n",
      "Traded volume:     222460\n",
      "Traded price:      3380935\n",
      "\n",
      "Curr date is 20140122\n",
      "Last traded price: 1970.42\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     236308\n",
      "Traded price:      3405786\n",
      "\n",
      "Curr date is 20140121\n",
      "Last traded price: 1963.89\n",
      "Fluctuation ratio: +0.52%\n",
      "Traded volume:     286305\n",
      "Traded price:      3299944\n",
      "\n",
      "Curr date is 20140120\n",
      "Last traded price: 1953.78\n",
      "Fluctuation ratio: +0.48%\n",
      "Traded volume:     275147\n",
      "Traded price:      2818977\n",
      "\n",
      "Curr date is 20140117\n",
      "Last traded price: 1944.48\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     257056\n",
      "Traded price:      3256670\n",
      "\n",
      "Curr date is 20140116\n",
      "Last traded price: 1957.32\n",
      "Fluctuation ratio: +0.21%\n",
      "Traded volume:     373252\n",
      "Traded price:      3317219\n",
      "\n",
      "Curr date is 20140115\n",
      "Last traded price: 1953.28\n",
      "Fluctuation ratio: +0.37%\n",
      "Traded volume:     247951\n",
      "Traded price:      3757071\n",
      "\n",
      "Curr date is 20140114\n",
      "Last traded price: 1946.07\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     241247\n",
      "Traded price:      3448476\n",
      "\n",
      "Curr date is 20140113\n",
      "Last traded price: 1948.92\n",
      "Fluctuation ratio: +0.54%\n",
      "Traded volume:     264162\n",
      "Traded price:      3292457\n",
      "\n",
      "Curr date is 20140110\n",
      "Last traded price: 1938.54\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     254220\n",
      "Traded price:      4213852\n",
      "\n",
      "Curr date is 20140109\n",
      "Last traded price: 1946.11\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     272051\n",
      "Traded price:      4584640\n",
      "\n",
      "Curr date is 20140108\n",
      "Last traded price: 1958.96\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     214449\n",
      "Traded price:      4244571\n",
      "\n",
      "Curr date is 20140107\n",
      "Last traded price: 1959.44\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     190804\n",
      "Traded price:      3606740\n",
      "\n",
      "Curr date is 20140106\n",
      "Last traded price: 1953.28\n",
      "Fluctuation ratio: +0.37%\n",
      "Traded volume:     191204\n",
      "Traded price:      3594316\n",
      "\n",
      "Curr date is 20140103\n",
      "Last traded price: 1946.14\n",
      "Fluctuation ratio: -1.07%\n",
      "Traded volume:     186078\n",
      "Traded price:      3919151\n",
      "\n",
      "Curr date is 20140102\n",
      "Last traded price: 1967.19\n",
      "Fluctuation ratio: -2.20%\n",
      "Traded volume:     204371\n",
      "Traded price:      4222610\n",
      "\n",
      "Curr date is 20131230\n",
      "Last traded price: 2011.34\n",
      "Fluctuation ratio: +0.45%\n",
      "Traded volume:     167783\n",
      "Traded price:      3174283\n",
      "\n",
      "Curr date is 20131227\n",
      "Last traded price: 2002.28\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     202975\n",
      "Traded price:      2894294\n",
      "\n",
      "Curr date is 20131226\n",
      "Last traded price: 1999.30\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     215248\n",
      "Traded price:      3164040\n",
      "\n",
      "Curr date is 20131224\n",
      "Last traded price: 2001.59\n",
      "Fluctuation ratio: +0.24%\n",
      "Traded volume:     204456\n",
      "Traded price:      3072365\n",
      "\n",
      "Curr date is 20131223\n",
      "Last traded price: 1996.89\n",
      "Fluctuation ratio: +0.68%\n",
      "Traded volume:     218569\n",
      "Traded price:      3176738\n",
      "\n",
      "Curr date is 20131220\n",
      "Last traded price: 1983.35\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     237190\n",
      "Traded price:      3056046\n",
      "\n",
      "Curr date is 20131219\n",
      "Last traded price: 1975.65\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     251453\n",
      "Traded price:      3717188\n",
      "\n",
      "Curr date is 20131218\n",
      "Last traded price: 1974.63\n",
      "Fluctuation ratio: +0.45%\n",
      "Traded volume:     254192\n",
      "Traded price:      3688395\n",
      "\n",
      "Curr date is 20131217\n",
      "Last traded price: 1965.74\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     222303\n",
      "Traded price:      3141933\n",
      "\n",
      "Curr date is 20131216\n",
      "Last traded price: 1961.15\n",
      "Fluctuation ratio: -0.09%\n",
      "Traded volume:     210213\n",
      "Traded price:      2809840\n",
      "\n",
      "Curr date is 20131213\n",
      "Last traded price: 1962.91\n",
      "Fluctuation ratio: -0.26%\n",
      "Traded volume:     220057\n",
      "Traded price:      3230596\n",
      "\n",
      "Curr date is 20131212\n",
      "Last traded price: 1967.93\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     225760\n",
      "Traded price:      3550659\n",
      "\n",
      "Curr date is 20131211\n",
      "Last traded price: 1977.97\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     228492\n",
      "Traded price:      3374674\n",
      "\n",
      "Curr date is 20131210\n",
      "Last traded price: 1993.45\n",
      "Fluctuation ratio: -0.35%\n",
      "Traded volume:     195872\n",
      "Traded price:      2939856\n",
      "\n",
      "Curr date is 20131209\n",
      "Last traded price: 2000.38\n",
      "Fluctuation ratio: +1.01%\n",
      "Traded volume:     221857\n",
      "Traded price:      2962442\n",
      "\n",
      "Curr date is 20131206\n",
      "Last traded price: 1980.41\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     198154\n",
      "Traded price:      3229785\n",
      "\n",
      "Curr date is 20131205\n",
      "Last traded price: 1984.77\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     213097\n",
      "Traded price:      3254604\n",
      "\n",
      "Curr date is 20131204\n",
      "Last traded price: 1986.80\n",
      "Fluctuation ratio: -1.12%\n",
      "Traded volume:     223651\n",
      "Traded price:      3394554\n",
      "\n",
      "Curr date is 20131203\n",
      "Last traded price: 2009.36\n",
      "Fluctuation ratio: -1.05%\n",
      "Traded volume:     290721\n",
      "Traded price:      3591374\n",
      "\n",
      "Curr date is 20131202\n",
      "Last traded price: 2030.78\n",
      "Fluctuation ratio: -0.69%\n",
      "Traded volume:     224760\n",
      "Traded price:      3201990\n",
      "\n",
      "Curr date is 20131129\n",
      "Last traded price: 2044.87\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     241045\n",
      "Traded price:      3348871\n",
      "\n",
      "Curr date is 20131128\n",
      "Last traded price: 2045.77\n",
      "Fluctuation ratio: +0.84%\n",
      "Traded volume:     270438\n",
      "Traded price:      3994147\n",
      "\n",
      "Curr date is 20131127\n",
      "Last traded price: 2028.81\n",
      "Fluctuation ratio: +0.31%\n",
      "Traded volume:     252787\n",
      "Traded price:      3630218\n",
      "\n",
      "Curr date is 20131126\n",
      "Last traded price: 2022.64\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     270419\n",
      "Traded price:      3400474\n",
      "\n",
      "Curr date is 20131125\n",
      "Last traded price: 2015.98\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     284901\n",
      "Traded price:      2984885\n",
      "\n",
      "Curr date is 20131122\n",
      "Last traded price: 2006.23\n",
      "Fluctuation ratio: +0.62%\n",
      "Traded volume:     343239\n",
      "Traded price:      3377985\n",
      "\n",
      "Curr date is 20131121\n",
      "Last traded price: 1993.78\n",
      "Fluctuation ratio: -1.16%\n",
      "Traded volume:     281466\n",
      "Traded price:      3241605\n",
      "\n",
      "Curr date is 20131120\n",
      "Last traded price: 2017.24\n",
      "Fluctuation ratio: -0.71%\n",
      "Traded volume:     310754\n",
      "Traded price:      3737041\n",
      "\n",
      "Curr date is 20131119\n",
      "Last traded price: 2031.64\n",
      "Fluctuation ratio: +1.04%\n",
      "Traded volume:     397334\n",
      "Traded price:      4232086\n",
      "\n",
      "Curr date is 20131118\n",
      "Last traded price: 2010.81\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     310238\n",
      "Traded price:      3023580\n",
      "\n",
      "Curr date is 20131115\n",
      "Last traded price: 2005.64\n",
      "Fluctuation ratio: +1.94%\n",
      "Traded volume:     259971\n",
      "Traded price:      3612950\n",
      "\n",
      "Curr date is 20131114\n",
      "Last traded price: 1967.56\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     319306\n",
      "Traded price:      3691958\n",
      "\n",
      "Curr date is 20131113\n",
      "Last traded price: 1963.56\n",
      "Fluctuation ratio: -1.60%\n",
      "Traded volume:     246137\n",
      "Traded price:      3340619\n",
      "\n",
      "Curr date is 20131112\n",
      "Last traded price: 1995.48\n",
      "Fluctuation ratio: +0.92%\n",
      "Traded volume:     242746\n",
      "Traded price:      3154383\n",
      "\n",
      "Curr date is 20131111\n",
      "Last traded price: 1977.30\n",
      "Fluctuation ratio: -0.38%\n",
      "Traded volume:     282669\n",
      "Traded price:      3258500\n",
      "\n",
      "Curr date is 20131108\n",
      "Last traded price: 1984.87\n",
      "Fluctuation ratio: -0.96%\n",
      "Traded volume:     272045\n",
      "Traded price:      3843067\n",
      "\n",
      "Curr date is 20131107\n",
      "Last traded price: 2004.04\n",
      "Fluctuation ratio: -0.48%\n",
      "Traded volume:     307285\n",
      "Traded price:      3617354\n",
      "\n",
      "Curr date is 20131106\n",
      "Last traded price: 2013.67\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     267841\n",
      "Traded price:      3881236\n",
      "\n",
      "Curr date is 20131105\n",
      "Last traded price: 2013.93\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     254851\n",
      "Traded price:      3480379\n",
      "\n",
      "Curr date is 20131104\n",
      "Last traded price: 2025.17\n",
      "Fluctuation ratio: -0.70%\n",
      "Traded volume:     232966\n",
      "Traded price:      3479051\n",
      "\n",
      "Curr date is 20131101\n",
      "Last traded price: 2039.42\n",
      "Fluctuation ratio: +0.46%\n",
      "Traded volume:     290539\n",
      "Traded price:      3567554\n",
      "\n",
      "Curr date is 20131031\n",
      "Last traded price: 2030.09\n",
      "Fluctuation ratio: -1.43%\n",
      "Traded volume:     251008\n",
      "Traded price:      4403615\n",
      "\n",
      "Curr date is 20131030\n",
      "Last traded price: 2059.58\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     258990\n",
      "Traded price:      4055160\n",
      "\n",
      "Curr date is 20131029\n",
      "Last traded price: 2051.76\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     303036\n",
      "Traded price:      3536341\n",
      "\n",
      "Curr date is 20131028\n",
      "Last traded price: 2048.14\n",
      "Fluctuation ratio: +0.68%\n",
      "Traded volume:     252973\n",
      "Traded price:      3842925\n",
      "\n",
      "Curr date is 20131025\n",
      "Last traded price: 2034.39\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     230750\n",
      "Traded price:      3956814\n",
      "\n",
      "Curr date is 20131024\n",
      "Last traded price: 2046.69\n",
      "Fluctuation ratio: +0.54%\n",
      "Traded volume:     251631\n",
      "Traded price:      3751803\n",
      "\n",
      "Curr date is 20131023\n",
      "Last traded price: 2035.75\n",
      "Fluctuation ratio: -0.99%\n",
      "Traded volume:     354778\n",
      "Traded price:      4862434\n",
      "\n",
      "Curr date is 20131022\n",
      "Last traded price: 2056.12\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     370326\n",
      "Traded price:      4494164\n",
      "\n",
      "Curr date is 20131021\n",
      "Last traded price: 2053.01\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     270710\n",
      "Traded price:      4073675\n",
      "\n",
      "Curr date is 20131018\n",
      "Last traded price: 2052.40\n",
      "Fluctuation ratio: +0.58%\n",
      "Traded volume:     252614\n",
      "Traded price:      4374852\n",
      "\n",
      "Curr date is 20131017\n",
      "Last traded price: 2040.61\n",
      "Fluctuation ratio: +0.29%\n",
      "Traded volume:     303614\n",
      "Traded price:      4835640\n",
      "\n",
      "Curr date is 20131016\n",
      "Last traded price: 2034.61\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     263641\n",
      "Traded price:      4314649\n",
      "\n",
      "Curr date is 20131015\n",
      "Last traded price: 2040.96\n",
      "Fluctuation ratio: +1.02%\n",
      "Traded volume:     223537\n",
      "Traded price:      3985446\n",
      "\n",
      "Curr date is 20131014\n",
      "Last traded price: 2020.27\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     218427\n",
      "Traded price:      3580686\n",
      "\n",
      "Curr date is 20131011\n",
      "Last traded price: 2024.90\n",
      "Fluctuation ratio: +1.17%\n",
      "Traded volume:     251117\n",
      "Traded price:      4493090\n",
      "\n",
      "Curr date is 20131010\n",
      "Last traded price: 2001.40\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     219492\n",
      "Traded price:      3845368\n",
      "\n",
      "Curr date is 20131008\n",
      "Last traded price: 2002.76\n",
      "Fluctuation ratio: +0.42%\n",
      "Traded volume:     311603\n",
      "Traded price:      3672424\n",
      "\n",
      "Curr date is 20131007\n",
      "Last traded price: 1994.42\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     246293\n",
      "Traded price:      3393471\n",
      "\n",
      "Curr date is 20131004\n",
      "Last traded price: 1996.98\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     237774\n",
      "Traded price:      4253764\n",
      "\n",
      "Curr date is 20131002\n",
      "Last traded price: 1999.47\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     234244\n",
      "Traded price:      4304362\n",
      "\n",
      "Curr date is 20131001\n",
      "Last traded price: 1998.87\n",
      "Fluctuation ratio: +0.10%\n",
      "Traded volume:     277789\n",
      "Traded price:      3833118\n",
      "\n",
      "Curr date is 20130930\n",
      "Last traded price: 1996.96\n",
      "Fluctuation ratio: -0.74%\n",
      "Traded volume:     285755\n",
      "Traded price:      4094276\n",
      "\n",
      "Curr date is 20130927\n",
      "Last traded price: 2011.80\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     277557\n",
      "Traded price:      3999765\n",
      "\n",
      "Curr date is 20130926\n",
      "Last traded price: 2007.32\n",
      "Fluctuation ratio: +0.46%\n",
      "Traded volume:     250860\n",
      "Traded price:      3891191\n",
      "\n",
      "Curr date is 20130925\n",
      "Last traded price: 1998.06\n",
      "Fluctuation ratio: -0.45%\n",
      "Traded volume:     276371\n",
      "Traded price:      4078093\n",
      "\n",
      "Curr date is 20130924\n",
      "Last traded price: 2007.10\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     305884\n",
      "Traded price:      4180854\n",
      "\n",
      "Curr date is 20130923\n",
      "Last traded price: 2009.41\n",
      "Fluctuation ratio: +0.19%\n",
      "Traded volume:     244437\n",
      "Traded price:      4899864\n",
      "\n",
      "Curr date is 20130917\n",
      "Last traded price: 2005.58\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     259527\n",
      "Traded price:      4255607\n",
      "\n",
      "Curr date is 20130916\n",
      "Last traded price: 2013.37\n",
      "Fluctuation ratio: +0.96%\n",
      "Traded volume:     245398\n",
      "Traded price:      4059219\n",
      "\n",
      "Curr date is 20130913\n",
      "Last traded price: 1994.32\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     246637\n",
      "Traded price:      3921748\n",
      "\n",
      "Curr date is 20130912\n",
      "Last traded price: 2004.06\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     351596\n",
      "Traded price:      5673169\n",
      "\n",
      "Curr date is 20130911\n",
      "Last traded price: 2003.85\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     295593\n",
      "Traded price:      4564929\n",
      "\n",
      "Curr date is 20130910\n",
      "Last traded price: 1994.06\n",
      "Fluctuation ratio: +0.98%\n",
      "Traded volume:     259211\n",
      "Traded price:      5270527\n",
      "\n",
      "Curr date is 20130909\n",
      "Last traded price: 1974.67\n",
      "Fluctuation ratio: +0.99%\n",
      "Traded volume:     265792\n",
      "Traded price:      4428000\n",
      "\n",
      "Curr date is 20130906\n",
      "Last traded price: 1955.31\n",
      "Fluctuation ratio: +0.19%\n",
      "Traded volume:     310247\n",
      "Traded price:      4162215\n",
      "\n",
      "Curr date is 20130905\n",
      "Last traded price: 1951.65\n",
      "Fluctuation ratio: +0.96%\n",
      "Traded volume:     282456\n",
      "Traded price:      4404963\n",
      "\n",
      "Curr date is 20130904\n",
      "Last traded price: 1933.03\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     277840\n",
      "Traded price:      3728333\n",
      "\n",
      "Curr date is 20130903\n",
      "Last traded price: 1933.74\n",
      "Fluctuation ratio: +0.46%\n",
      "Traded volume:     293834\n",
      "Traded price:      3967549\n",
      "\n",
      "Curr date is 20130902\n",
      "Last traded price: 1924.81\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     240051\n",
      "Traded price:      3372585\n",
      "\n",
      "Curr date is 20130830\n",
      "Last traded price: 1926.36\n",
      "Fluctuation ratio: +0.99%\n",
      "Traded volume:     296211\n",
      "Traded price:      4961420\n",
      "\n",
      "Curr date is 20130829\n",
      "Last traded price: 1907.54\n",
      "Fluctuation ratio: +1.22%\n",
      "Traded volume:     296958\n",
      "Traded price:      4705602\n",
      "\n",
      "Curr date is 20130828\n",
      "Last traded price: 1884.52\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     372184\n",
      "Traded price:      3356025\n",
      "\n",
      "Curr date is 20130827\n",
      "Last traded price: 1885.84\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     403468\n",
      "Traded price:      3719495\n",
      "\n",
      "Curr date is 20130826\n",
      "Last traded price: 1887.86\n",
      "Fluctuation ratio: +0.95%\n",
      "Traded volume:     312771\n",
      "Traded price:      3225582\n",
      "\n",
      "Curr date is 20130823\n",
      "Last traded price: 1870.16\n",
      "Fluctuation ratio: +1.14%\n",
      "Traded volume:     368614\n",
      "Traded price:      3804927\n",
      "\n",
      "Curr date is 20130822\n",
      "Last traded price: 1849.12\n",
      "Fluctuation ratio: -0.98%\n",
      "Traded volume:     421111\n",
      "Traded price:      4218476\n",
      "\n",
      "Curr date is 20130821\n",
      "Last traded price: 1867.46\n",
      "Fluctuation ratio: -1.08%\n",
      "Traded volume:     407101\n",
      "Traded price:      4250000\n",
      "\n",
      "Curr date is 20130820\n",
      "Last traded price: 1887.85\n",
      "Fluctuation ratio: -1.55%\n",
      "Traded volume:     346148\n",
      "Traded price:      4201311\n",
      "\n",
      "Curr date is 20130819\n",
      "Last traded price: 1917.64\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     296265\n",
      "Traded price:      3230968\n",
      "\n",
      "Curr date is 20130816\n",
      "Last traded price: 1920.11\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     343217\n",
      "Traded price:      3720318\n",
      "\n",
      "Curr date is 20130814\n",
      "Last traded price: 1923.91\n",
      "Fluctuation ratio: +0.57%\n",
      "Traded volume:     358594\n",
      "Traded price:      4065007\n",
      "\n",
      "Curr date is 20130813\n",
      "Last traded price: 1913.03\n",
      "Fluctuation ratio: +1.50%\n",
      "Traded volume:     358365\n",
      "Traded price:      3993280\n",
      "\n",
      "Curr date is 20130812\n",
      "Last traded price: 1884.83\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     294126\n",
      "Traded price:      3030875\n",
      "\n",
      "Curr date is 20130809\n",
      "Last traded price: 1880.71\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     276670\n",
      "Traded price:      3467209\n",
      "\n",
      "Curr date is 20130808\n",
      "Last traded price: 1883.97\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     333986\n",
      "Traded price:      3599826\n",
      "\n",
      "Curr date is 20130807\n",
      "Last traded price: 1878.33\n",
      "Fluctuation ratio: -1.48%\n",
      "Traded volume:     308230\n",
      "Traded price:      3495811\n",
      "\n",
      "Curr date is 20130806\n",
      "Last traded price: 1906.62\n",
      "Fluctuation ratio: -0.50%\n",
      "Traded volume:     291374\n",
      "Traded price:      3451440\n",
      "\n",
      "Curr date is 20130805\n",
      "Last traded price: 1916.22\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     231098\n",
      "Traded price:      2715271\n",
      "\n",
      "Curr date is 20130802\n",
      "Last traded price: 1923.38\n",
      "Fluctuation ratio: +0.14%\n",
      "Traded volume:     294265\n",
      "Traded price:      3970692\n",
      "\n",
      "Curr date is 20130801\n",
      "Last traded price: 1920.74\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     330396\n",
      "Traded price:      3547228\n",
      "\n",
      "Curr date is 20130731\n",
      "Last traded price: 1914.03\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     379555\n",
      "Traded price:      3998891\n",
      "\n",
      "Curr date is 20130730\n",
      "Last traded price: 1917.05\n",
      "Fluctuation ratio: +0.90%\n",
      "Traded volume:     362600\n",
      "Traded price:      3511439\n",
      "\n",
      "Curr date is 20130729\n",
      "Last traded price: 1899.89\n",
      "Fluctuation ratio: -0.57%\n",
      "Traded volume:     333010\n",
      "Traded price:      4165391\n",
      "\n",
      "Curr date is 20130726\n",
      "Last traded price: 1910.81\n",
      "Fluctuation ratio: +0.06%\n",
      "Traded volume:     316379\n",
      "Traded price:      3742114\n",
      "\n",
      "Curr date is 20130725\n",
      "Last traded price: 1909.61\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     304352\n",
      "Traded price:      3834601\n",
      "\n",
      "Curr date is 20130724\n",
      "Last traded price: 1912.08\n",
      "Fluctuation ratio: +0.42%\n",
      "Traded volume:     316057\n",
      "Traded price:      3452878\n",
      "\n",
      "Curr date is 20130723\n",
      "Last traded price: 1904.15\n",
      "Fluctuation ratio: +1.27%\n",
      "Traded volume:     347577\n",
      "Traded price:      4246026\n",
      "\n",
      "Curr date is 20130722\n",
      "Last traded price: 1880.35\n",
      "Fluctuation ratio: +0.48%\n",
      "Traded volume:     353280\n",
      "Traded price:      3588523\n",
      "\n",
      "Curr date is 20130719\n",
      "Last traded price: 1871.41\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     315469\n",
      "Traded price:      3549418\n",
      "\n",
      "Curr date is 20130718\n",
      "Last traded price: 1875.48\n",
      "Fluctuation ratio: -0.64%\n",
      "Traded volume:     376180\n",
      "Traded price:      3468481\n",
      "\n",
      "Curr date is 20130717\n",
      "Last traded price: 1887.49\n",
      "Fluctuation ratio: +1.13%\n",
      "Traded volume:     378452\n",
      "Traded price:      3969984\n",
      "\n",
      "Curr date is 20130716\n",
      "Last traded price: 1866.36\n",
      "Fluctuation ratio: -0.47%\n",
      "Traded volume:     300367\n",
      "Traded price:      2947965\n",
      "\n",
      "Curr date is 20130715\n",
      "Last traded price: 1875.16\n",
      "Fluctuation ratio: +0.28%\n",
      "Traded volume:     326640\n",
      "Traded price:      3154544\n",
      "\n",
      "Curr date is 20130712\n",
      "Last traded price: 1869.98\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     262391\n",
      "Traded price:      3411133\n",
      "\n",
      "Curr date is 20130711\n",
      "Last traded price: 1877.60\n",
      "Fluctuation ratio: +2.93%\n",
      "Traded volume:     327399\n",
      "Traded price:      3914282\n",
      "\n",
      "Curr date is 20130710\n",
      "Last traded price: 1824.16\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     264404\n",
      "Traded price:      3160738\n",
      "\n",
      "Curr date is 20130709\n",
      "Last traded price: 1830.35\n",
      "Fluctuation ratio: +0.74%\n",
      "Traded volume:     254672\n",
      "Traded price:      3114214\n",
      "\n",
      "Curr date is 20130708\n",
      "Last traded price: 1816.85\n",
      "Fluctuation ratio: -0.90%\n",
      "Traded volume:     299820\n",
      "Traded price:      3483488\n",
      "\n",
      "Curr date is 20130705\n",
      "Last traded price: 1833.31\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     280758\n",
      "Traded price:      3721229\n",
      "\n",
      "Curr date is 20130704\n",
      "Last traded price: 1839.14\n",
      "Fluctuation ratio: +0.79%\n",
      "Traded volume:     309056\n",
      "Traded price:      3093375\n",
      "\n",
      "Curr date is 20130703\n",
      "Last traded price: 1824.66\n",
      "Fluctuation ratio: -1.64%\n",
      "Traded volume:     399890\n",
      "Traded price:      3654308\n",
      "\n",
      "Curr date is 20130702\n",
      "Last traded price: 1855.02\n",
      "Fluctuation ratio: -0.04%\n",
      "Traded volume:     479609\n",
      "Traded price:      3843096\n",
      "\n",
      "Curr date is 20130701\n",
      "Last traded price: 1855.73\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     217221\n",
      "Traded price:      2937167\n",
      "\n",
      "Curr date is 20130628\n",
      "Last traded price: 1863.32\n",
      "Fluctuation ratio: +1.56%\n",
      "Traded volume:     246022\n",
      "Traded price:      4343805\n",
      "\n",
      "Curr date is 20130627\n",
      "Last traded price: 1834.70\n",
      "Fluctuation ratio: +2.87%\n",
      "Traded volume:     279711\n",
      "Traded price:      4052271\n",
      "\n",
      "Curr date is 20130626\n",
      "Last traded price: 1783.45\n",
      "Fluctuation ratio: +0.16%\n",
      "Traded volume:     293431\n",
      "Traded price:      4046496\n",
      "\n",
      "Curr date is 20130625\n",
      "Last traded price: 1780.63\n",
      "Fluctuation ratio: -1.02%\n",
      "Traded volume:     328098\n",
      "Traded price:      4410325\n",
      "\n",
      "Curr date is 20130624\n",
      "Last traded price: 1799.01\n",
      "Fluctuation ratio: -1.31%\n",
      "Traded volume:     217788\n",
      "Traded price:      3116591\n",
      "\n",
      "Curr date is 20130621\n",
      "Last traded price: 1822.83\n",
      "Fluctuation ratio: -1.49%\n",
      "Traded volume:     281888\n",
      "Traded price:      4891392\n",
      "\n",
      "Curr date is 20130620\n",
      "Last traded price: 1850.49\n",
      "Fluctuation ratio: -2.00%\n",
      "Traded volume:     350614\n",
      "Traded price:      4311914\n",
      "\n",
      "Curr date is 20130619\n",
      "Last traded price: 1888.31\n",
      "Fluctuation ratio: -0.65%\n",
      "Traded volume:     276990\n",
      "Traded price:      3278293\n",
      "\n",
      "Curr date is 20130618\n",
      "Last traded price: 1900.62\n",
      "Fluctuation ratio: +0.93%\n",
      "Traded volume:     275366\n",
      "Traded price:      3388892\n",
      "\n",
      "Curr date is 20130617\n",
      "Last traded price: 1883.10\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     258662\n",
      "Traded price:      3192420\n",
      "\n",
      "Curr date is 20130614\n",
      "Last traded price: 1889.24\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     275807\n",
      "Traded price:      3449511\n",
      "\n",
      "Curr date is 20130613\n",
      "Last traded price: 1882.73\n",
      "Fluctuation ratio: -1.42%\n",
      "Traded volume:     301949\n",
      "Traded price:      4957423\n",
      "\n",
      "Curr date is 20130612\n",
      "Last traded price: 1909.91\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     250486\n",
      "Traded price:      3375032\n",
      "\n",
      "Curr date is 20130611\n",
      "Last traded price: 1920.68\n",
      "Fluctuation ratio: -0.62%\n",
      "Traded volume:     285290\n",
      "Traded price:      4379626\n",
      "\n",
      "Curr date is 20130610\n",
      "Last traded price: 1932.70\n",
      "Fluctuation ratio: +0.46%\n",
      "Traded volume:     268136\n",
      "Traded price:      3679710\n",
      "\n",
      "Curr date is 20130607\n",
      "Last traded price: 1923.85\n",
      "Fluctuation ratio: -1.80%\n",
      "Traded volume:     337193\n",
      "Traded price:      5434851\n",
      "\n",
      "Curr date is 20130605\n",
      "Last traded price: 1959.19\n",
      "Fluctuation ratio: -1.52%\n",
      "Traded volume:     335946\n",
      "Traded price:      4221363\n",
      "\n",
      "Curr date is 20130604\n",
      "Last traded price: 1989.51\n",
      "Fluctuation ratio: -0.00%\n",
      "Traded volume:     329098\n",
      "Traded price:      3889375\n",
      "\n",
      "Curr date is 20130603\n",
      "Last traded price: 1989.57\n",
      "Fluctuation ratio: -0.57%\n",
      "Traded volume:     319509\n",
      "Traded price:      3588869\n",
      "\n",
      "Curr date is 20130531\n",
      "Last traded price: 2001.05\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     390918\n",
      "Traded price:      5274203\n",
      "\n",
      "Curr date is 20130530\n",
      "Last traded price: 2000.10\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     423015\n",
      "Traded price:      4783717\n",
      "\n",
      "Curr date is 20130529\n",
      "Last traded price: 2001.20\n",
      "Fluctuation ratio: +0.75%\n",
      "Traded volume:     356232\n",
      "Traded price:      4657062\n",
      "\n",
      "Curr date is 20130528\n",
      "Last traded price: 1986.22\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     298109\n",
      "Traded price:      3172256\n",
      "\n",
      "Curr date is 20130527\n",
      "Last traded price: 1979.97\n",
      "Fluctuation ratio: +0.33%\n",
      "Traded volume:     251666\n",
      "Traded price:      2927484\n",
      "\n",
      "Curr date is 20130524\n",
      "Last traded price: 1973.45\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     268745\n",
      "Traded price:      3668406\n",
      "\n",
      "Curr date is 20130523\n",
      "Last traded price: 1969.19\n",
      "Fluctuation ratio: -1.24%\n",
      "Traded volume:     338156\n",
      "Traded price:      4527767\n",
      "\n",
      "Curr date is 20130522\n",
      "Last traded price: 1993.83\n",
      "Fluctuation ratio: +0.64%\n",
      "Traded volume:     322252\n",
      "Traded price:      4447500\n",
      "\n",
      "Curr date is 20130521\n",
      "Last traded price: 1981.09\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     241815\n",
      "Traded price:      3630840\n",
      "\n",
      "Curr date is 20130520\n",
      "Last traded price: 1982.43\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     270052\n",
      "Traded price:      4323120\n",
      "\n",
      "Curr date is 20130516\n",
      "Last traded price: 1986.81\n",
      "Fluctuation ratio: +0.79%\n",
      "Traded volume:     316121\n",
      "Traded price:      4590841\n",
      "\n",
      "Curr date is 20130515\n",
      "Last traded price: 1971.26\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     240078\n",
      "Traded price:      3633929\n",
      "\n",
      "Curr date is 20130514\n",
      "Last traded price: 1968.83\n",
      "Fluctuation ratio: +1.03%\n",
      "Traded volume:     325003\n",
      "Traded price:      4065479\n",
      "\n",
      "Curr date is 20130513\n",
      "Last traded price: 1948.70\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     245468\n",
      "Traded price:      2955649\n",
      "\n",
      "Curr date is 20130510\n",
      "Last traded price: 1944.75\n",
      "Fluctuation ratio: -1.75%\n",
      "Traded volume:     279348\n",
      "Traded price:      4116846\n",
      "\n",
      "Curr date is 20130509\n",
      "Last traded price: 1979.45\n",
      "Fluctuation ratio: +1.18%\n",
      "Traded volume:     326441\n",
      "Traded price:      4965549\n",
      "\n",
      "Curr date is 20130508\n",
      "Last traded price: 1956.45\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     332720\n",
      "Traded price:      3964107\n",
      "\n",
      "Curr date is 20130507\n",
      "Last traded price: 1954.35\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     296110\n",
      "Traded price:      3499695\n",
      "\n",
      "Curr date is 20130506\n",
      "Last traded price: 1961.48\n",
      "Fluctuation ratio: -0.22%\n",
      "Traded volume:     292026\n",
      "Traded price:      3894599\n",
      "\n",
      "Curr date is 20130503\n",
      "Last traded price: 1965.71\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     307027\n",
      "Traded price:      4124998\n",
      "\n",
      "Curr date is 20130502\n",
      "Last traded price: 1957.21\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     342977\n",
      "Traded price:      4037749\n",
      "\n",
      "Curr date is 20130430\n",
      "Last traded price: 1963.95\n",
      "Fluctuation ratio: +1.20%\n",
      "Traded volume:     398239\n",
      "Traded price:      4848700\n",
      "\n",
      "Curr date is 20130429\n",
      "Last traded price: 1940.70\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     261788\n",
      "Traded price:      3597071\n",
      "\n",
      "Curr date is 20130426\n",
      "Last traded price: 1944.56\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     274235\n",
      "Traded price:      4003127\n",
      "\n",
      "Curr date is 20130425\n",
      "Last traded price: 1951.60\n",
      "Fluctuation ratio: +0.84%\n",
      "Traded volume:     326483\n",
      "Traded price:      4407082\n",
      "\n",
      "Curr date is 20130424\n",
      "Last traded price: 1935.31\n",
      "Fluctuation ratio: +0.87%\n",
      "Traded volume:     335779\n",
      "Traded price:      4363872\n",
      "\n",
      "Curr date is 20130423\n",
      "Last traded price: 1918.63\n",
      "Fluctuation ratio: -0.40%\n",
      "Traded volume:     254517\n",
      "Traded price:      3458067\n",
      "\n",
      "Curr date is 20130422\n",
      "Last traded price: 1926.31\n",
      "Fluctuation ratio: +1.03%\n",
      "Traded volume:     255781\n",
      "Traded price:      3626720\n",
      "\n",
      "Curr date is 20130419\n",
      "Last traded price: 1906.75\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     326680\n",
      "Traded price:      4379291\n",
      "\n",
      "Curr date is 20130418\n",
      "Last traded price: 1900.06\n",
      "Fluctuation ratio: -1.24%\n",
      "Traded volume:     338092\n",
      "Traded price:      4206375\n",
      "\n",
      "Curr date is 20130417\n",
      "Last traded price: 1923.84\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     409459\n",
      "Traded price:      5264676\n",
      "\n",
      "Curr date is 20130416\n",
      "Last traded price: 1922.21\n",
      "Fluctuation ratio: +0.09%\n",
      "Traded volume:     380317\n",
      "Traded price:      4777542\n",
      "\n",
      "Curr date is 20130415\n",
      "Last traded price: 1920.45\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     327644\n",
      "Traded price:      4215041\n",
      "\n",
      "Curr date is 20130412\n",
      "Last traded price: 1924.23\n",
      "Fluctuation ratio: -1.31%\n",
      "Traded volume:     401063\n",
      "Traded price:      4902446\n",
      "\n",
      "Curr date is 20130411\n",
      "Last traded price: 1949.80\n",
      "Fluctuation ratio: +0.73%\n",
      "Traded volume:     381793\n",
      "Traded price:      4720942\n",
      "\n",
      "Curr date is 20130410\n",
      "Last traded price: 1935.58\n",
      "Fluctuation ratio: +0.77%\n",
      "Traded volume:     314291\n",
      "Traded price:      4090616\n",
      "\n",
      "Curr date is 20130409\n",
      "Last traded price: 1920.74\n",
      "Fluctuation ratio: +0.11%\n",
      "Traded volume:     350146\n",
      "Traded price:      3816736\n",
      "\n",
      "Curr date is 20130408\n",
      "Last traded price: 1918.69\n",
      "Fluctuation ratio: -0.44%\n",
      "Traded volume:     306636\n",
      "Traded price:      3882161\n",
      "\n",
      "Curr date is 20130405\n",
      "Last traded price: 1927.23\n",
      "Fluctuation ratio: -1.64%\n",
      "Traded volume:     366655\n",
      "Traded price:      4850932\n",
      "\n",
      "Curr date is 20130404\n",
      "Last traded price: 1959.45\n",
      "Fluctuation ratio: -1.20%\n",
      "Traded volume:     410066\n",
      "Traded price:      4640638\n",
      "\n",
      "Curr date is 20130403\n",
      "Last traded price: 1983.22\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     387339\n",
      "Traded price:      4069098\n",
      "\n",
      "Curr date is 20130402\n",
      "Last traded price: 1986.15\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     490325\n",
      "Traded price:      4392183\n",
      "\n",
      "Curr date is 20130401\n",
      "Last traded price: 1995.99\n",
      "Fluctuation ratio: -0.44%\n",
      "Traded volume:     264572\n",
      "Traded price:      2577942\n",
      "\n",
      "Curr date is 20130329\n",
      "Last traded price: 2004.89\n",
      "Fluctuation ratio: +0.57%\n",
      "Traded volume:     338522\n",
      "Traded price:      3444653\n",
      "\n",
      "Curr date is 20130328\n",
      "Last traded price: 1993.52\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     363210\n",
      "Traded price:      3394144\n",
      "\n",
      "Curr date is 20130327\n",
      "Last traded price: 1993.44\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     346515\n",
      "Traded price:      3793577\n",
      "\n",
      "Curr date is 20130326\n",
      "Last traded price: 1983.70\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     287768\n",
      "Traded price:      3423379\n",
      "\n",
      "Curr date is 20130325\n",
      "Last traded price: 1977.67\n",
      "Fluctuation ratio: +1.49%\n",
      "Traded volume:     271578\n",
      "Traded price:      3407724\n",
      "\n",
      "Curr date is 20130322\n",
      "Last traded price: 1948.71\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     251822\n",
      "Traded price:      3302752\n",
      "\n",
      "Curr date is 20130321\n",
      "Last traded price: 1950.82\n",
      "Fluctuation ratio: -0.44%\n",
      "Traded volume:     257940\n",
      "Traded price:      3488890\n",
      "\n",
      "Curr date is 20130320\n",
      "Last traded price: 1959.41\n",
      "Fluctuation ratio: -0.97%\n",
      "Traded volume:     326955\n",
      "Traded price:      3727703\n",
      "\n",
      "Curr date is 20130319\n",
      "Last traded price: 1978.56\n",
      "Fluctuation ratio: +0.53%\n",
      "Traded volume:     322295\n",
      "Traded price:      3646200\n",
      "\n",
      "Curr date is 20130318\n",
      "Last traded price: 1968.18\n",
      "Fluctuation ratio: -0.92%\n",
      "Traded volume:     300826\n",
      "Traded price:      3906068\n",
      "\n",
      "Curr date is 20130315\n",
      "Last traded price: 1986.50\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     303020\n",
      "Traded price:      5211509\n",
      "\n",
      "Curr date is 20130314\n",
      "Last traded price: 2002.13\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     321063\n",
      "Traded price:      3971484\n",
      "\n",
      "Curr date is 20130313\n",
      "Last traded price: 1999.73\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     349133\n",
      "Traded price:      3420431\n",
      "\n",
      "Curr date is 20130312\n",
      "Last traded price: 1993.34\n",
      "Fluctuation ratio: -0.50%\n",
      "Traded volume:     386402\n",
      "Traded price:      3281258\n",
      "\n",
      "Curr date is 20130311\n",
      "Last traded price: 2003.35\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     394180\n",
      "Traded price:      3759799\n",
      "\n",
      "Curr date is 20130308\n",
      "Last traded price: 2006.01\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     307232\n",
      "Traded price:      3514889\n",
      "\n",
      "Curr date is 20130307\n",
      "Last traded price: 2004.40\n",
      "Fluctuation ratio: -0.81%\n",
      "Traded volume:     382234\n",
      "Traded price:      3639627\n",
      "\n",
      "Curr date is 20130306\n",
      "Last traded price: 2020.74\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     391415\n",
      "Traded price:      4044401\n",
      "\n",
      "Curr date is 20130305\n",
      "Last traded price: 2016.61\n",
      "Fluctuation ratio: +0.17%\n",
      "Traded volume:     487512\n",
      "Traded price:      3726190\n",
      "\n",
      "Curr date is 20130304\n",
      "Last traded price: 2013.15\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     351109\n",
      "Traded price:      4142244\n",
      "\n",
      "Curr date is 20130228\n",
      "Last traded price: 2026.49\n",
      "Fluctuation ratio: +1.12%\n",
      "Traded volume:     416823\n",
      "Traded price:      4098499\n",
      "\n",
      "Curr date is 20130227\n",
      "Last traded price: 2004.04\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     412678\n",
      "Traded price:      3465677\n",
      "\n",
      "Curr date is 20130226\n",
      "Last traded price: 2000.01\n",
      "Fluctuation ratio: -0.47%\n",
      "Traded volume:     404128\n",
      "Traded price:      3369089\n",
      "\n",
      "Curr date is 20130225\n",
      "Last traded price: 2009.52\n",
      "Fluctuation ratio: -0.46%\n",
      "Traded volume:     333239\n",
      "Traded price:      3092615\n",
      "\n",
      "Curr date is 20130222\n",
      "Last traded price: 2018.89\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     402223\n",
      "Traded price:      3954931\n",
      "\n",
      "Curr date is 20130221\n",
      "Last traded price: 2015.22\n",
      "Fluctuation ratio: -0.47%\n",
      "Traded volume:     386199\n",
      "Traded price:      3959377\n",
      "\n",
      "Curr date is 20130220\n",
      "Last traded price: 2024.64\n",
      "Fluctuation ratio: +1.95%\n",
      "Traded volume:     402014\n",
      "Traded price:      4824521\n",
      "\n",
      "Curr date is 20130219\n",
      "Last traded price: 1985.83\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     340530\n",
      "Traded price:      2756036\n",
      "\n",
      "Curr date is 20130218\n",
      "Last traded price: 1981.91\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     412268\n",
      "Traded price:      2808379\n",
      "\n",
      "Curr date is 20130215\n",
      "Last traded price: 1981.18\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     575255\n",
      "Traded price:      3219175\n",
      "\n",
      "Curr date is 20130214\n",
      "Last traded price: 1979.61\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     330817\n",
      "Traded price:      3354974\n",
      "\n",
      "Curr date is 20130213\n",
      "Last traded price: 1976.07\n",
      "Fluctuation ratio: +1.56%\n",
      "Traded volume:     325461\n",
      "Traded price:      3617092\n",
      "\n",
      "Curr date is 20130212\n",
      "Last traded price: 1945.79\n",
      "Fluctuation ratio: -0.26%\n",
      "Traded volume:     303932\n",
      "Traded price:      2805115\n",
      "\n",
      "Curr date is 20130208\n",
      "Last traded price: 1950.90\n",
      "Fluctuation ratio: +0.99%\n",
      "Traded volume:     286074\n",
      "Traded price:      3843956\n",
      "\n",
      "Curr date is 20130207\n",
      "Last traded price: 1931.77\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     407914\n",
      "Traded price:      3510863\n",
      "\n",
      "Curr date is 20130206\n",
      "Last traded price: 1936.19\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     344831\n",
      "Traded price:      3599178\n",
      "\n",
      "Curr date is 20130205\n",
      "Last traded price: 1938.18\n",
      "Fluctuation ratio: -0.77%\n",
      "Traded volume:     362014\n",
      "Traded price:      3703503\n",
      "\n",
      "Curr date is 20130204\n",
      "Last traded price: 1953.21\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     340419\n",
      "Traded price:      3495475\n",
      "\n",
      "Curr date is 20130201\n",
      "Last traded price: 1957.79\n",
      "Fluctuation ratio: -0.21%\n",
      "Traded volume:     378063\n",
      "Traded price:      3955459\n",
      "\n",
      "Curr date is 20130131\n",
      "Last traded price: 1961.94\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     394138\n",
      "Traded price:      4366933\n",
      "\n",
      "Curr date is 20130130\n",
      "Last traded price: 1964.43\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     516429\n",
      "Traded price:      4207038\n",
      "\n",
      "Curr date is 20130129\n",
      "Last traded price: 1955.96\n",
      "Fluctuation ratio: +0.84%\n",
      "Traded volume:     459143\n",
      "Traded price:      4537637\n",
      "\n",
      "Curr date is 20130128\n",
      "Last traded price: 1939.71\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     343759\n",
      "Traded price:      4528849\n",
      "\n",
      "Curr date is 20130125\n",
      "Last traded price: 1946.69\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     395572\n",
      "Traded price:      4955745\n",
      "\n",
      "Curr date is 20130124\n",
      "Last traded price: 1964.48\n",
      "Fluctuation ratio: -0.80%\n",
      "Traded volume:     551252\n",
      "Traded price:      4449360\n",
      "\n",
      "Curr date is 20130123\n",
      "Last traded price: 1980.41\n",
      "Fluctuation ratio: -0.81%\n",
      "Traded volume:     485798\n",
      "Traded price:      4125087\n",
      "\n",
      "Curr date is 20130122\n",
      "Last traded price: 1996.52\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     548262\n",
      "Traded price:      4180836\n",
      "\n",
      "Curr date is 20130121\n",
      "Last traded price: 1986.86\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     440766\n",
      "Traded price:      3751789\n",
      "\n",
      "Curr date is 20130118\n",
      "Last traded price: 1987.85\n",
      "Fluctuation ratio: +0.69%\n",
      "Traded volume:     576370\n",
      "Traded price:      3830272\n",
      "\n",
      "Curr date is 20130117\n",
      "Last traded price: 1974.27\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     805590\n",
      "Traded price:      4031004\n",
      "\n",
      "Curr date is 20130116\n",
      "Last traded price: 1977.45\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     453053\n",
      "Traded price:      4227875\n",
      "\n",
      "Curr date is 20130115\n",
      "Last traded price: 1983.74\n",
      "Fluctuation ratio: -1.16%\n",
      "Traded volume:     542341\n",
      "Traded price:      4376259\n",
      "\n",
      "Curr date is 20130114\n",
      "Last traded price: 2007.04\n",
      "Fluctuation ratio: +0.52%\n",
      "Traded volume:     449985\n",
      "Traded price:      4280353\n",
      "\n",
      "Curr date is 20130111\n",
      "Last traded price: 1996.67\n",
      "Fluctuation ratio: -0.50%\n",
      "Traded volume:     467209\n",
      "Traded price:      4363847\n",
      "\n",
      "Curr date is 20130110\n",
      "Last traded price: 2006.80\n",
      "Fluctuation ratio: +0.75%\n",
      "Traded volume:     494743\n",
      "Traded price:      4471080\n",
      "\n",
      "Curr date is 20130109\n",
      "Last traded price: 1991.81\n",
      "Fluctuation ratio: -0.31%\n",
      "Traded volume:     597770\n",
      "Traded price:      3943657\n",
      "\n",
      "Curr date is 20130108\n",
      "Last traded price: 1997.94\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     489629\n",
      "Traded price:      3904326\n",
      "\n",
      "Curr date is 20130107\n",
      "Last traded price: 2011.25\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     532550\n",
      "Traded price:      3941746\n",
      "\n",
      "Curr date is 20130104\n",
      "Last traded price: 2011.94\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     372836\n",
      "Traded price:      4676924\n",
      "\n",
      "Curr date is 20130103\n",
      "Last traded price: 2019.41\n",
      "Fluctuation ratio: -0.58%\n",
      "Traded volume:     485234\n",
      "Traded price:      5987835\n",
      "\n",
      "Curr date is 20130102\n",
      "Last traded price: 2031.10\n",
      "Fluctuation ratio: +1.71%\n",
      "Traded volume:     359587\n",
      "Traded price:      4400339\n",
      "\n",
      "Curr date is 20121228\n",
      "Last traded price: 1997.05\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     290768\n",
      "Traded price:      3188467\n",
      "\n",
      "Curr date is 20121227\n",
      "Last traded price: 1987.35\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     372268\n",
      "Traded price:      3015818\n",
      "\n",
      "Curr date is 20121226\n",
      "Last traded price: 1982.25\n",
      "Fluctuation ratio: +0.02%\n",
      "Traded volume:     420000\n",
      "Traded price:      3473496\n",
      "\n",
      "Curr date is 20121224\n",
      "Last traded price: 1981.82\n",
      "Fluctuation ratio: +0.07%\n",
      "Traded volume:     343190\n",
      "Traded price:      3181068\n",
      "\n",
      "Curr date is 20121221\n",
      "Last traded price: 1980.42\n",
      "Fluctuation ratio: -0.95%\n",
      "Traded volume:     544056\n",
      "Traded price:      5166950\n",
      "\n",
      "Curr date is 20121220\n",
      "Last traded price: 1999.50\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     416424\n",
      "Traded price:      5237803\n",
      "\n",
      "Curr date is 20121218\n",
      "Last traded price: 1993.09\n",
      "Fluctuation ratio: +0.51%\n",
      "Traded volume:     447703\n",
      "Traded price:      4557603\n",
      "\n",
      "Curr date is 20121217\n",
      "Last traded price: 1983.07\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     361984\n",
      "Traded price:      4204088\n",
      "\n",
      "Curr date is 20121214\n",
      "Last traded price: 1995.04\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     345543\n",
      "Traded price:      4250388\n",
      "\n",
      "Curr date is 20121213\n",
      "Last traded price: 2002.77\n",
      "Fluctuation ratio: +1.38%\n",
      "Traded volume:     414166\n",
      "Traded price:      5893758\n",
      "\n",
      "Curr date is 20121212\n",
      "Last traded price: 1975.44\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     453144\n",
      "Traded price:      4561137\n",
      "\n",
      "Curr date is 20121211\n",
      "Last traded price: 1964.62\n",
      "Fluctuation ratio: +0.37%\n",
      "Traded volume:     399661\n",
      "Traded price:      4427108\n",
      "\n",
      "Curr date is 20121210\n",
      "Last traded price: 1957.42\n",
      "Fluctuation ratio: -0.00%\n",
      "Traded volume:     361007\n",
      "Traded price:      3607017\n",
      "\n",
      "Curr date is 20121207\n",
      "Last traded price: 1957.45\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     405902\n",
      "Traded price:      4246021\n",
      "\n",
      "Curr date is 20121206\n",
      "Last traded price: 1949.62\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     335608\n",
      "Traded price:      4597987\n",
      "\n",
      "Curr date is 20121205\n",
      "Last traded price: 1947.04\n",
      "Fluctuation ratio: +0.61%\n",
      "Traded volume:     483579\n",
      "Traded price:      3993917\n",
      "\n",
      "Curr date is 20121204\n",
      "Last traded price: 1935.18\n",
      "Fluctuation ratio: -0.25%\n",
      "Traded volume:     288238\n",
      "Traded price:      2799322\n",
      "\n",
      "Curr date is 20121203\n",
      "Last traded price: 1940.02\n",
      "Fluctuation ratio: +0.37%\n",
      "Traded volume:     303407\n",
      "Traded price:      3112390\n",
      "\n",
      "Curr date is 20121130\n",
      "Last traded price: 1932.90\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     331642\n",
      "Traded price:      4432979\n",
      "\n",
      "Curr date is 20121129\n",
      "Last traded price: 1934.85\n",
      "Fluctuation ratio: +1.15%\n",
      "Traded volume:     382553\n",
      "Traded price:      4758716\n",
      "\n",
      "Curr date is 20121128\n",
      "Last traded price: 1912.78\n",
      "Fluctuation ratio: -0.65%\n",
      "Traded volume:     403601\n",
      "Traded price:      3835851\n",
      "\n",
      "Curr date is 20121127\n",
      "Last traded price: 1925.20\n",
      "Fluctuation ratio: +0.87%\n",
      "Traded volume:     581091\n",
      "Traded price:      4675040\n",
      "\n",
      "Curr date is 20121126\n",
      "Last traded price: 1908.51\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     273780\n",
      "Traded price:      3178063\n",
      "\n",
      "Curr date is 20121123\n",
      "Last traded price: 1911.33\n",
      "Fluctuation ratio: +0.62%\n",
      "Traded volume:     324068\n",
      "Traded price:      3536424\n",
      "\n",
      "Curr date is 20121122\n",
      "Last traded price: 1899.50\n",
      "Fluctuation ratio: +0.82%\n",
      "Traded volume:     407775\n",
      "Traded price:      3690767\n",
      "\n",
      "Curr date is 20121121\n",
      "Last traded price: 1884.04\n",
      "Fluctuation ratio: -0.32%\n",
      "Traded volume:     371848\n",
      "Traded price:      3894046\n",
      "\n",
      "Curr date is 20121120\n",
      "Last traded price: 1890.18\n",
      "Fluctuation ratio: +0.64%\n",
      "Traded volume:     368178\n",
      "Traded price:      3662575\n",
      "\n",
      "Curr date is 20121119\n",
      "Last traded price: 1878.10\n",
      "Fluctuation ratio: +0.93%\n",
      "Traded volume:     346007\n",
      "Traded price:      3204320\n",
      "\n",
      "Curr date is 20121116\n",
      "Last traded price: 1860.83\n",
      "Fluctuation ratio: -0.53%\n",
      "Traded volume:     459107\n",
      "Traded price:      3987635\n",
      "\n",
      "Curr date is 20121115\n",
      "Last traded price: 1870.72\n",
      "Fluctuation ratio: -1.23%\n",
      "Traded volume:     446611\n",
      "Traded price:      4136986\n",
      "\n",
      "Curr date is 20121114\n",
      "Last traded price: 1894.04\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     525579\n",
      "Traded price:      4698989\n",
      "\n",
      "Curr date is 20121113\n",
      "Last traded price: 1889.70\n",
      "Fluctuation ratio: -0.59%\n",
      "Traded volume:     487154\n",
      "Traded price:      3859300\n",
      "\n",
      "Curr date is 20121112\n",
      "Last traded price: 1900.87\n",
      "Fluctuation ratio: -0.19%\n",
      "Traded volume:     468990\n",
      "Traded price:      3735229\n",
      "\n",
      "Curr date is 20121109\n",
      "Last traded price: 1904.41\n",
      "Fluctuation ratio: -0.52%\n",
      "Traded volume:     628749\n",
      "Traded price:      4745456\n",
      "\n",
      "Curr date is 20121108\n",
      "Last traded price: 1914.41\n",
      "Fluctuation ratio: -1.19%\n",
      "Traded volume:     653959\n",
      "Traded price:      5303730\n",
      "\n",
      "Curr date is 20121107\n",
      "Last traded price: 1937.55\n",
      "Fluctuation ratio: +0.49%\n",
      "Traded volume:     550293\n",
      "Traded price:      4579636\n",
      "\n",
      "Curr date is 20121106\n",
      "Last traded price: 1928.17\n",
      "Fluctuation ratio: +1.05%\n",
      "Traded volume:     539961\n",
      "Traded price:      4500836\n",
      "\n",
      "Curr date is 20121105\n",
      "Last traded price: 1908.22\n",
      "Fluctuation ratio: -0.55%\n",
      "Traded volume:     336715\n",
      "Traded price:      4538241\n",
      "\n",
      "Curr date is 20121102\n",
      "Last traded price: 1918.72\n",
      "Fluctuation ratio: +1.07%\n",
      "Traded volume:     424542\n",
      "Traded price:      5086355\n",
      "\n",
      "Curr date is 20121101\n",
      "Last traded price: 1898.44\n",
      "Fluctuation ratio: -0.71%\n",
      "Traded volume:     396216\n",
      "Traded price:      5177401\n",
      "\n",
      "Curr date is 20121031\n",
      "Last traded price: 1912.06\n",
      "Fluctuation ratio: +0.66%\n",
      "Traded volume:     392656\n",
      "Traded price:      3751541\n",
      "\n",
      "Curr date is 20121030\n",
      "Last traded price: 1899.58\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     326074\n",
      "Traded price:      3388630\n",
      "\n",
      "Curr date is 20121029\n",
      "Last traded price: 1891.52\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     366421\n",
      "Traded price:      4120316\n",
      "\n",
      "Curr date is 20121026\n",
      "Last traded price: 1891.43\n",
      "Fluctuation ratio: -1.72%\n",
      "Traded volume:     432671\n",
      "Traded price:      4551182\n",
      "\n",
      "Curr date is 20121025\n",
      "Last traded price: 1924.50\n",
      "Fluctuation ratio: +0.55%\n",
      "Traded volume:     430280\n",
      "Traded price:      4769602\n",
      "\n",
      "Curr date is 20121024\n",
      "Last traded price: 1913.96\n",
      "Fluctuation ratio: -0.67%\n",
      "Traded volume:     558527\n",
      "Traded price:      5569470\n",
      "\n",
      "Curr date is 20121023\n",
      "Last traded price: 1926.81\n",
      "Fluctuation ratio: -0.76%\n",
      "Traded volume:     528610\n",
      "Traded price:      4102102\n",
      "\n",
      "Curr date is 20121022\n",
      "Last traded price: 1941.59\n",
      "Fluctuation ratio: -0.12%\n",
      "Traded volume:     454125\n",
      "Traded price:      3767981\n",
      "\n",
      "Curr date is 20121019\n",
      "Last traded price: 1943.84\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     377677\n",
      "Traded price:      4056203\n",
      "\n",
      "Curr date is 20121018\n",
      "Last traded price: 1959.12\n",
      "Fluctuation ratio: +0.20%\n",
      "Traded volume:     490221\n",
      "Traded price:      4212529\n",
      "\n",
      "Curr date is 20121017\n",
      "Last traded price: 1955.15\n",
      "Fluctuation ratio: +0.70%\n",
      "Traded volume:     494091\n",
      "Traded price:      4143505\n",
      "\n",
      "Curr date is 20121016\n",
      "Last traded price: 1941.54\n",
      "Fluctuation ratio: +0.83%\n",
      "Traded volume:     527247\n",
      "Traded price:      3775270\n",
      "\n",
      "Curr date is 20121015\n",
      "Last traded price: 1925.59\n",
      "Fluctuation ratio: -0.40%\n",
      "Traded volume:     555239\n",
      "Traded price:      4488250\n",
      "\n",
      "Curr date is 20121012\n",
      "Last traded price: 1933.26\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     389850\n",
      "Traded price:      3718129\n",
      "\n",
      "Curr date is 20121011\n",
      "Last traded price: 1933.09\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     437554\n",
      "Traded price:      4491546\n",
      "\n",
      "Curr date is 20121010\n",
      "Last traded price: 1948.22\n",
      "Fluctuation ratio: -1.56%\n",
      "Traded volume:     419284\n",
      "Traded price:      4033853\n",
      "\n",
      "Curr date is 20121009\n",
      "Last traded price: 1979.04\n",
      "Fluctuation ratio: -0.14%\n",
      "Traded volume:     510522\n",
      "Traded price:      3729371\n",
      "\n",
      "Curr date is 20121008\n",
      "Last traded price: 1981.89\n",
      "Fluctuation ratio: -0.67%\n",
      "Traded volume:     497669\n",
      "Traded price:      4020885\n",
      "\n",
      "Curr date is 20121005\n",
      "Last traded price: 1995.17\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     672497\n",
      "Traded price:      4399645\n",
      "\n",
      "Curr date is 20121004\n",
      "Last traded price: 1992.68\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     584880\n",
      "Traded price:      4819806\n",
      "\n",
      "Curr date is 20121002\n",
      "Last traded price: 1996.03\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     491911\n",
      "Traded price:      3603407\n",
      "\n",
      "Curr date is 20120928\n",
      "Last traded price: 1996.21\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     667396\n",
      "Traded price:      4713090\n",
      "\n",
      "Curr date is 20120927\n",
      "Last traded price: 1988.70\n",
      "Fluctuation ratio: +0.42%\n",
      "Traded volume:     686814\n",
      "Traded price:      4656787\n",
      "\n",
      "Curr date is 20120926\n",
      "Last traded price: 1980.44\n",
      "Fluctuation ratio: -0.55%\n",
      "Traded volume:     1190145\n",
      "Traded price:      4730197\n",
      "\n",
      "Curr date is 20120925\n",
      "Last traded price: 1991.41\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     523722\n",
      "Traded price:      4452530\n",
      "\n",
      "Curr date is 20120924\n",
      "Last traded price: 2003.44\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     476877\n",
      "Traded price:      4188887\n",
      "\n",
      "Curr date is 20120921\n",
      "Last traded price: 2002.37\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     642062\n",
      "Traded price:      4904097\n",
      "\n",
      "Curr date is 20120920\n",
      "Last traded price: 1990.33\n",
      "Fluctuation ratio: -0.87%\n",
      "Traded volume:     612526\n",
      "Traded price:      5275669\n",
      "\n",
      "Curr date is 20120919\n",
      "Last traded price: 2007.88\n",
      "Fluctuation ratio: +0.15%\n",
      "Traded volume:     945798\n",
      "Traded price:      5702726\n",
      "\n",
      "Curr date is 20120918\n",
      "Last traded price: 2004.96\n",
      "Fluctuation ratio: +0.13%\n",
      "Traded volume:     845335\n",
      "Traded price:      5032350\n",
      "\n",
      "Curr date is 20120917\n",
      "Last traded price: 2002.35\n",
      "Fluctuation ratio: -0.26%\n",
      "Traded volume:     871250\n",
      "Traded price:      6502601\n",
      "\n",
      "Curr date is 20120914\n",
      "Last traded price: 2007.58\n",
      "Fluctuation ratio: +2.92%\n",
      "Traded volume:     1012996\n",
      "Traded price:      9071183\n",
      "\n",
      "Curr date is 20120913\n",
      "Last traded price: 1950.69\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     968994\n",
      "Traded price:      5968682\n",
      "\n",
      "Curr date is 20120912\n",
      "Last traded price: 1950.03\n",
      "Fluctuation ratio: +1.56%\n",
      "Traded volume:     699616\n",
      "Traded price:      5150979\n",
      "\n",
      "Curr date is 20120911\n",
      "Last traded price: 1920.00\n",
      "Fluctuation ratio: -0.24%\n",
      "Traded volume:     707288\n",
      "Traded price:      4141528\n",
      "\n",
      "Curr date is 20120910\n",
      "Last traded price: 1924.70\n",
      "Fluctuation ratio: -0.25%\n",
      "Traded volume:     614131\n",
      "Traded price:      4277687\n",
      "\n",
      "Curr date is 20120907\n",
      "Last traded price: 1929.58\n",
      "Fluctuation ratio: +2.57%\n",
      "Traded volume:     588839\n",
      "Traded price:      5754333\n",
      "\n",
      "Curr date is 20120906\n",
      "Last traded price: 1881.24\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     740858\n",
      "Traded price:      4167135\n",
      "\n",
      "Curr date is 20120905\n",
      "Last traded price: 1874.03\n",
      "Fluctuation ratio: -1.74%\n",
      "Traded volume:     615132\n",
      "Traded price:      4622580\n",
      "\n",
      "Curr date is 20120904\n",
      "Last traded price: 1907.13\n",
      "Fluctuation ratio: -0.29%\n",
      "Traded volume:     868713\n",
      "Traded price:      4512475\n",
      "\n",
      "Curr date is 20120903\n",
      "Last traded price: 1912.71\n",
      "Fluctuation ratio: +0.40%\n",
      "Traded volume:     587695\n",
      "Traded price:      4176233\n",
      "\n",
      "Curr date is 20120831\n",
      "Last traded price: 1905.12\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     639324\n",
      "Traded price:      4394387\n",
      "\n",
      "Curr date is 20120830\n",
      "Last traded price: 1906.38\n",
      "Fluctuation ratio: -1.15%\n",
      "Traded volume:     714998\n",
      "Traded price:      4847192\n",
      "\n",
      "Curr date is 20120829\n",
      "Last traded price: 1928.54\n",
      "Fluctuation ratio: +0.64%\n",
      "Traded volume:     578853\n",
      "Traded price:      4766824\n",
      "\n",
      "Curr date is 20120828\n",
      "Last traded price: 1916.33\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     601127\n",
      "Traded price:      4358101\n",
      "\n",
      "Curr date is 20120827\n",
      "Last traded price: 1917.87\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     563662\n",
      "Traded price:      5961544\n",
      "\n",
      "Curr date is 20120824\n",
      "Last traded price: 1919.81\n",
      "Fluctuation ratio: -1.17%\n",
      "Traded volume:     615571\n",
      "Traded price:      4278633\n",
      "\n",
      "Curr date is 20120823\n",
      "Last traded price: 1942.54\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     594864\n",
      "Traded price:      4133832\n",
      "\n",
      "Curr date is 20120822\n",
      "Last traded price: 1935.19\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     417708\n",
      "Traded price:      4016170\n",
      "\n",
      "Curr date is 20120821\n",
      "Last traded price: 1943.22\n",
      "Fluctuation ratio: -0.16%\n",
      "Traded volume:     402268\n",
      "Traded price:      3723781\n",
      "\n",
      "Curr date is 20120820\n",
      "Last traded price: 1946.31\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     353453\n",
      "Traded price:      3786672\n",
      "\n",
      "Curr date is 20120817\n",
      "Last traded price: 1946.54\n",
      "Fluctuation ratio: -0.58%\n",
      "Traded volume:     366494\n",
      "Traded price:      4449859\n",
      "\n",
      "Curr date is 20120816\n",
      "Last traded price: 1957.91\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     426141\n",
      "Traded price:      3972935\n",
      "\n",
      "Curr date is 20120814\n",
      "Last traded price: 1956.96\n",
      "Fluctuation ratio: +1.27%\n",
      "Traded volume:     336639\n",
      "Traded price:      4005981\n",
      "\n",
      "Curr date is 20120813\n",
      "Last traded price: 1932.44\n",
      "Fluctuation ratio: -0.72%\n",
      "Traded volume:     348150\n",
      "Traded price:      3114783\n",
      "\n",
      "Curr date is 20120810\n",
      "Last traded price: 1946.40\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     320982\n",
      "Traded price:      4000111\n",
      "\n",
      "Curr date is 20120809\n",
      "Last traded price: 1940.59\n",
      "Fluctuation ratio: +1.96%\n",
      "Traded volume:     487612\n",
      "Traded price:      6426153\n",
      "\n",
      "Curr date is 20120808\n",
      "Last traded price: 1903.23\n",
      "Fluctuation ratio: +0.87%\n",
      "Traded volume:     467564\n",
      "Traded price:      5147435\n",
      "\n",
      "Curr date is 20120807\n",
      "Last traded price: 1886.80\n",
      "Fluctuation ratio: +0.05%\n",
      "Traded volume:     320454\n",
      "Traded price:      3465101\n",
      "\n",
      "Curr date is 20120806\n",
      "Last traded price: 1885.88\n",
      "Fluctuation ratio: +2.01%\n",
      "Traded volume:     242753\n",
      "Traded price:      4127403\n",
      "\n",
      "Curr date is 20120803\n",
      "Last traded price: 1848.68\n",
      "Fluctuation ratio: -1.11%\n",
      "Traded volume:     254463\n",
      "Traded price:      3601771\n",
      "\n",
      "Curr date is 20120802\n",
      "Last traded price: 1869.40\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     267526\n",
      "Traded price:      3350369\n",
      "\n",
      "Curr date is 20120801\n",
      "Last traded price: 1879.93\n",
      "Fluctuation ratio: -0.11%\n",
      "Traded volume:     285300\n",
      "Traded price:      3733696\n",
      "\n",
      "Curr date is 20120731\n",
      "Last traded price: 1881.99\n",
      "Fluctuation ratio: +2.07%\n",
      "Traded volume:     353945\n",
      "Traded price:      5535572\n",
      "\n",
      "Curr date is 20120730\n",
      "Last traded price: 1843.79\n",
      "Fluctuation ratio: +0.80%\n",
      "Traded volume:     333494\n",
      "Traded price:      3833265\n",
      "\n",
      "Curr date is 20120727\n",
      "Last traded price: 1829.16\n",
      "Fluctuation ratio: +2.62%\n",
      "Traded volume:     394116\n",
      "Traded price:      4543305\n",
      "\n",
      "Curr date is 20120726\n",
      "Last traded price: 1782.47\n",
      "Fluctuation ratio: +0.74%\n",
      "Traded volume:     404503\n",
      "Traded price:      3766267\n",
      "\n",
      "Curr date is 20120725\n",
      "Last traded price: 1769.31\n",
      "Fluctuation ratio: -1.37%\n",
      "Traded volume:     460413\n",
      "Traded price:      3771825\n",
      "\n",
      "Curr date is 20120724\n",
      "Last traded price: 1793.93\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     480765\n",
      "Traded price:      4074951\n",
      "\n",
      "Curr date is 20120723\n",
      "Last traded price: 1789.44\n",
      "Fluctuation ratio: -1.84%\n",
      "Traded volume:     494653\n",
      "Traded price:      3588133\n",
      "\n",
      "Curr date is 20120720\n",
      "Last traded price: 1822.93\n",
      "Fluctuation ratio: -0.00%\n",
      "Traded volume:     405415\n",
      "Traded price:      3515080\n",
      "\n",
      "Curr date is 20120719\n",
      "Last traded price: 1822.96\n",
      "Fluctuation ratio: +1.56%\n",
      "Traded volume:     482364\n",
      "Traded price:      4624045\n",
      "\n",
      "Curr date is 20120718\n",
      "Last traded price: 1794.91\n",
      "Fluctuation ratio: -1.48%\n",
      "Traded volume:     448440\n",
      "Traded price:      4366435\n",
      "\n",
      "Curr date is 20120717\n",
      "Last traded price: 1821.96\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     401950\n",
      "Traded price:      4025861\n",
      "\n",
      "Curr date is 20120716\n",
      "Last traded price: 1817.79\n",
      "Fluctuation ratio: +0.27%\n",
      "Traded volume:     263491\n",
      "Traded price:      3186678\n",
      "\n",
      "Curr date is 20120713\n",
      "Last traded price: 1812.89\n",
      "Fluctuation ratio: +1.54%\n",
      "Traded volume:     344309\n",
      "Traded price:      4663049\n",
      "\n",
      "Curr date is 20120712\n",
      "Last traded price: 1785.39\n",
      "Fluctuation ratio: -2.24%\n",
      "Traded volume:     314318\n",
      "Traded price:      4213460\n",
      "\n",
      "Curr date is 20120711\n",
      "Last traded price: 1826.39\n",
      "Fluctuation ratio: -0.17%\n",
      "Traded volume:     332443\n",
      "Traded price:      3285617\n",
      "\n",
      "Curr date is 20120710\n",
      "Last traded price: 1829.45\n",
      "Fluctuation ratio: -0.36%\n",
      "Traded volume:     363939\n",
      "Traded price:      3314026\n",
      "\n",
      "Curr date is 20120709\n",
      "Last traded price: 1836.13\n",
      "Fluctuation ratio: -1.19%\n",
      "Traded volume:     277613\n",
      "Traded price:      3252325\n",
      "\n",
      "Curr date is 20120706\n",
      "Last traded price: 1858.20\n",
      "Fluctuation ratio: -0.92%\n",
      "Traded volume:     335727\n",
      "Traded price:      3559298\n",
      "\n",
      "Curr date is 20120705\n",
      "Last traded price: 1875.49\n",
      "Fluctuation ratio: +0.06%\n",
      "Traded volume:     317750\n",
      "Traded price:      3543395\n",
      "\n",
      "Curr date is 20120704\n",
      "Last traded price: 1874.45\n",
      "Fluctuation ratio: +0.35%\n",
      "Traded volume:     332982\n",
      "Traded price:      4532135\n",
      "\n",
      "Curr date is 20120703\n",
      "Last traded price: 1867.82\n",
      "Fluctuation ratio: +0.87%\n",
      "Traded volume:     344449\n",
      "Traded price:      4772351\n",
      "\n",
      "Curr date is 20120702\n",
      "Last traded price: 1851.65\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     270640\n",
      "Traded price:      3542724\n",
      "\n",
      "Curr date is 20120629\n",
      "Last traded price: 1854.01\n",
      "Fluctuation ratio: +1.91%\n",
      "Traded volume:     309937\n",
      "Traded price:      4293002\n",
      "\n",
      "Curr date is 20120628\n",
      "Last traded price: 1819.18\n",
      "Fluctuation ratio: +0.08%\n",
      "Traded volume:     305118\n",
      "Traded price:      3090506\n",
      "\n",
      "Curr date is 20120627\n",
      "Last traded price: 1817.65\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     314211\n",
      "Traded price:      4232361\n",
      "\n",
      "Curr date is 20120626\n",
      "Last traded price: 1817.81\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     307708\n",
      "Traded price:      3581421\n",
      "\n",
      "Curr date is 20120625\n",
      "Last traded price: 1825.38\n",
      "Fluctuation ratio: -1.19%\n",
      "Traded volume:     286909\n",
      "Traded price:      4078253\n",
      "\n",
      "Curr date is 20120622\n",
      "Last traded price: 1847.39\n",
      "Fluctuation ratio: -2.21%\n",
      "Traded volume:     295808\n",
      "Traded price:      4280856\n",
      "\n",
      "Curr date is 20120621\n",
      "Last traded price: 1889.15\n",
      "Fluctuation ratio: -0.79%\n",
      "Traded volume:     383877\n",
      "Traded price:      3735977\n",
      "\n",
      "Curr date is 20120620\n",
      "Last traded price: 1904.12\n",
      "Fluctuation ratio: +0.65%\n",
      "Traded volume:     362348\n",
      "Traded price:      3635005\n",
      "\n",
      "Curr date is 20120619\n",
      "Last traded price: 1891.77\n",
      "Fluctuation ratio: +0.00%\n",
      "Traded volume:     376224\n",
      "Traded price:      3443467\n",
      "\n",
      "Curr date is 20120618\n",
      "Last traded price: 1891.71\n",
      "Fluctuation ratio: +1.81%\n",
      "Traded volume:     371549\n",
      "Traded price:      4386792\n",
      "\n",
      "Curr date is 20120615\n",
      "Last traded price: 1858.16\n",
      "Fluctuation ratio: -0.71%\n",
      "Traded volume:     436672\n",
      "Traded price:      4449366\n",
      "\n",
      "Curr date is 20120614\n",
      "Last traded price: 1871.48\n",
      "Fluctuation ratio: +0.65%\n",
      "Traded volume:     419392\n",
      "Traded price:      4765353\n",
      "\n",
      "Curr date is 20120613\n",
      "Last traded price: 1859.32\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     549884\n",
      "Traded price:      3735364\n",
      "\n",
      "Curr date is 20120612\n",
      "Last traded price: 1854.74\n",
      "Fluctuation ratio: -0.66%\n",
      "Traded volume:     417375\n",
      "Traded price:      3587653\n",
      "\n",
      "Curr date is 20120611\n",
      "Last traded price: 1867.04\n",
      "Fluctuation ratio: +1.71%\n",
      "Traded volume:     371237\n",
      "Traded price:      4226281\n",
      "\n",
      "Curr date is 20120608\n",
      "Last traded price: 1835.64\n",
      "Fluctuation ratio: -0.67%\n",
      "Traded volume:     373822\n",
      "Traded price:      3397742\n",
      "\n",
      "Curr date is 20120607\n",
      "Last traded price: 1847.95\n",
      "Fluctuation ratio: +2.56%\n",
      "Traded volume:     391582\n",
      "Traded price:      4524807\n",
      "\n",
      "Curr date is 20120605\n",
      "Last traded price: 1801.85\n",
      "Fluctuation ratio: +1.05%\n",
      "Traded volume:     331920\n",
      "Traded price:      3475416\n",
      "\n",
      "Curr date is 20120604\n",
      "Last traded price: 1783.13\n",
      "Fluctuation ratio: -2.80%\n",
      "Traded volume:     387025\n",
      "Traded price:      4859518\n",
      "\n",
      "Curr date is 20120601\n",
      "Last traded price: 1834.51\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     328985\n",
      "Traded price:      3472674\n",
      "\n",
      "Curr date is 20120531\n",
      "Last traded price: 1843.47\n",
      "Fluctuation ratio: -0.08%\n",
      "Traded volume:     442179\n",
      "Traded price:      4563692\n",
      "\n",
      "Curr date is 20120530\n",
      "Last traded price: 1844.86\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     399300\n",
      "Traded price:      3621755\n",
      "\n",
      "Curr date is 20120529\n",
      "Last traded price: 1849.91\n",
      "Fluctuation ratio: +1.41%\n",
      "Traded volume:     321007\n",
      "Traded price:      3698861\n",
      "\n",
      "Curr date is 20120525\n",
      "Last traded price: 1824.17\n",
      "Fluctuation ratio: +0.53%\n",
      "Traded volume:     380520\n",
      "Traded price:      3485663\n",
      "\n",
      "Curr date is 20120524\n",
      "Last traded price: 1814.47\n",
      "Fluctuation ratio: +0.32%\n",
      "Traded volume:     401671\n",
      "Traded price:      3481859\n",
      "\n",
      "Curr date is 20120523\n",
      "Last traded price: 1808.62\n",
      "Fluctuation ratio: -1.10%\n",
      "Traded volume:     440968\n",
      "Traded price:      4149950\n",
      "\n",
      "Curr date is 20120522\n",
      "Last traded price: 1828.69\n",
      "Fluctuation ratio: +1.64%\n",
      "Traded volume:     418659\n",
      "Traded price:      4799589\n",
      "\n",
      "Curr date is 20120521\n",
      "Last traded price: 1799.13\n",
      "Fluctuation ratio: +0.94%\n",
      "Traded volume:     408565\n",
      "Traded price:      4214282\n",
      "\n",
      "Curr date is 20120518\n",
      "Last traded price: 1782.46\n",
      "Fluctuation ratio: -3.40%\n",
      "Traded volume:     539564\n",
      "Traded price:      5654878\n",
      "\n",
      "Curr date is 20120517\n",
      "Last traded price: 1845.24\n",
      "Fluctuation ratio: +0.26%\n",
      "Traded volume:     435950\n",
      "Traded price:      5589086\n",
      "\n",
      "Curr date is 20120516\n",
      "Last traded price: 1840.53\n",
      "Fluctuation ratio: -3.08%\n",
      "Traded volume:     419869\n",
      "Traded price:      5468681\n",
      "\n",
      "Curr date is 20120515\n",
      "Last traded price: 1898.96\n",
      "Fluctuation ratio: -0.77%\n",
      "Traded volume:     516768\n",
      "Traded price:      5114692\n",
      "\n",
      "Curr date is 20120514\n",
      "Last traded price: 1913.73\n",
      "Fluctuation ratio: -0.18%\n",
      "Traded volume:     391974\n",
      "Traded price:      3964754\n",
      "\n",
      "Curr date is 20120511\n",
      "Last traded price: 1917.13\n",
      "Fluctuation ratio: -1.43%\n",
      "Traded volume:     529990\n",
      "Traded price:      4334830\n",
      "\n",
      "Curr date is 20120510\n",
      "Last traded price: 1944.93\n",
      "Fluctuation ratio: -0.27%\n",
      "Traded volume:     418439\n",
      "Traded price:      4379618\n",
      "\n",
      "Curr date is 20120509\n",
      "Last traded price: 1950.29\n",
      "Fluctuation ratio: -0.85%\n",
      "Traded volume:     462645\n",
      "Traded price:      4893642\n",
      "\n",
      "Curr date is 20120508\n",
      "Last traded price: 1967.01\n",
      "Fluctuation ratio: +0.54%\n",
      "Traded volume:     486227\n",
      "Traded price:      4107902\n",
      "\n",
      "Curr date is 20120507\n",
      "Last traded price: 1956.44\n",
      "Fluctuation ratio: -1.64%\n",
      "Traded volume:     528564\n",
      "Traded price:      4703551\n",
      "\n",
      "Curr date is 20120504\n",
      "Last traded price: 1989.15\n",
      "Fluctuation ratio: -0.30%\n",
      "Traded volume:     601911\n",
      "Traded price:      4828699\n",
      "\n",
      "Curr date is 20120503\n",
      "Last traded price: 1995.11\n",
      "Fluctuation ratio: -0.20%\n",
      "Traded volume:     676521\n",
      "Traded price:      4572074\n",
      "\n",
      "Curr date is 20120502\n",
      "Last traded price: 1999.07\n",
      "Fluctuation ratio: +0.86%\n",
      "Traded volume:     643613\n",
      "Traded price:      6227639\n",
      "\n",
      "Curr date is 20120430\n",
      "Last traded price: 1981.99\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     828566\n",
      "Traded price:      6235246\n",
      "\n",
      "Curr date is 20120427\n",
      "Last traded price: 1975.35\n",
      "Fluctuation ratio: +0.58%\n",
      "Traded volume:     474099\n",
      "Traded price:      5284923\n",
      "\n",
      "Curr date is 20120426\n",
      "Last traded price: 1964.04\n",
      "Fluctuation ratio: +0.10%\n",
      "Traded volume:     599192\n",
      "Traded price:      5268794\n",
      "\n",
      "Curr date is 20120425\n",
      "Last traded price: 1961.98\n",
      "Fluctuation ratio: -0.07%\n",
      "Traded volume:     674156\n",
      "Traded price:      4941163\n",
      "\n",
      "Curr date is 20120424\n",
      "Last traded price: 1963.42\n",
      "Fluctuation ratio: -0.47%\n",
      "Traded volume:     624583\n",
      "Traded price:      4983570\n",
      "\n",
      "Curr date is 20120423\n",
      "Last traded price: 1972.63\n",
      "Fluctuation ratio: -0.10%\n",
      "Traded volume:     578388\n",
      "Traded price:      3520554\n",
      "\n",
      "Curr date is 20120420\n",
      "Last traded price: 1974.65\n",
      "Fluctuation ratio: -1.26%\n",
      "Traded volume:     511708\n",
      "Traded price:      4750644\n",
      "\n",
      "Curr date is 20120419\n",
      "Last traded price: 1999.86\n",
      "Fluctuation ratio: -0.23%\n",
      "Traded volume:     406776\n",
      "Traded price:      4030917\n",
      "\n",
      "Curr date is 20120418\n",
      "Last traded price: 2004.53\n",
      "Fluctuation ratio: +0.97%\n",
      "Traded volume:     378419\n",
      "Traded price:      4566362\n",
      "\n",
      "Curr date is 20120417\n",
      "Last traded price: 1985.30\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     441215\n",
      "Traded price:      3931365\n",
      "\n",
      "Curr date is 20120416\n",
      "Last traded price: 1992.63\n",
      "Fluctuation ratio: -0.81%\n",
      "Traded volume:     447291\n",
      "Traded price:      3846819\n",
      "\n",
      "Curr date is 20120413\n",
      "Last traded price: 2008.91\n",
      "Fluctuation ratio: +1.12%\n",
      "Traded volume:     488834\n",
      "Traded price:      5082726\n",
      "\n",
      "Curr date is 20120412\n",
      "Last traded price: 1986.63\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     387132\n",
      "Traded price:      4921483\n",
      "\n",
      "Curr date is 20120410\n",
      "Last traded price: 1994.41\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     536172\n",
      "Traded price:      4826007\n",
      "\n",
      "Curr date is 20120409\n",
      "Last traded price: 1997.08\n",
      "Fluctuation ratio: -1.57%\n",
      "Traded volume:     462475\n",
      "Traded price:      4275840\n",
      "\n",
      "Curr date is 20120406\n",
      "Last traded price: 2029.03\n",
      "Fluctuation ratio: +0.01%\n",
      "Traded volume:     529233\n",
      "Traded price:      4391276\n",
      "\n",
      "Curr date is 20120405\n",
      "Last traded price: 2028.77\n",
      "Fluctuation ratio: +0.50%\n",
      "Traded volume:     541828\n",
      "Traded price:      5642717\n",
      "\n",
      "Curr date is 20120404\n",
      "Last traded price: 2018.61\n",
      "Fluctuation ratio: -1.50%\n",
      "Traded volume:     607177\n",
      "Traded price:      5766833\n",
      "\n",
      "Curr date is 20120403\n",
      "Last traded price: 2049.28\n",
      "Fluctuation ratio: +0.99%\n",
      "Traded volume:     587553\n",
      "Traded price:      5986222\n",
      "\n",
      "Curr date is 20120402\n",
      "Last traded price: 2029.29\n",
      "Fluctuation ratio: +0.76%\n",
      "Traded volume:     405802\n",
      "Traded price:      4280405\n",
      "\n",
      "Curr date is 20120330\n",
      "Last traded price: 2014.04\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     445203\n",
      "Traded price:      5247702\n",
      "\n",
      "Curr date is 20120329\n",
      "Last traded price: 2014.41\n",
      "Fluctuation ratio: -0.85%\n",
      "Traded volume:     445611\n",
      "Traded price:      4906232\n",
      "\n",
      "Curr date is 20120328\n",
      "Last traded price: 2031.74\n",
      "Fluctuation ratio: -0.39%\n",
      "Traded volume:     526414\n",
      "Traded price:      4994050\n",
      "\n",
      "Curr date is 20120327\n",
      "Last traded price: 2039.76\n",
      "Fluctuation ratio: +1.02%\n",
      "Traded volume:     599121\n",
      "Traded price:      5076394\n",
      "\n",
      "Curr date is 20120326\n",
      "Last traded price: 2019.19\n",
      "Fluctuation ratio: -0.38%\n",
      "Traded volume:     431293\n",
      "Traded price:      4512679\n",
      "\n",
      "Curr date is 20120323\n",
      "Last traded price: 2026.83\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     501021\n",
      "Traded price:      4763755\n",
      "\n",
      "Curr date is 20120322\n",
      "Last traded price: 2026.12\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     535735\n",
      "Traded price:      5194740\n",
      "\n",
      "Curr date is 20120321\n",
      "Last traded price: 2027.23\n",
      "Fluctuation ratio: -0.73%\n",
      "Traded volume:     511340\n",
      "Traded price:      5083846\n",
      "\n",
      "Curr date is 20120320\n",
      "Last traded price: 2042.15\n",
      "Fluctuation ratio: -0.24%\n",
      "Traded volume:     535437\n",
      "Traded price:      5331966\n",
      "\n",
      "Curr date is 20120319\n",
      "Last traded price: 2047.00\n",
      "Fluctuation ratio: +0.62%\n",
      "Traded volume:     545600\n",
      "Traded price:      4866743\n",
      "\n",
      "Curr date is 20120316\n",
      "Last traded price: 2034.44\n",
      "Fluctuation ratio: -0.46%\n",
      "Traded volume:     441029\n",
      "Traded price:      5093085\n",
      "\n",
      "Curr date is 20120315\n",
      "Last traded price: 2043.76\n",
      "Fluctuation ratio: -0.06%\n",
      "Traded volume:     470866\n",
      "Traded price:      5912970\n",
      "\n",
      "Curr date is 20120314\n",
      "Last traded price: 2045.08\n",
      "Fluctuation ratio: +0.99%\n",
      "Traded volume:     534813\n",
      "Traded price:      6310496\n",
      "\n",
      "Curr date is 20120313\n",
      "Last traded price: 2025.04\n",
      "Fluctuation ratio: +1.13%\n",
      "Traded volume:     443360\n",
      "Traded price:      5582396\n",
      "\n",
      "Curr date is 20120312\n",
      "Last traded price: 2002.50\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     369720\n",
      "Traded price:      4733609\n",
      "\n",
      "Curr date is 20120309\n",
      "Last traded price: 2018.30\n",
      "Fluctuation ratio: +0.88%\n",
      "Traded volume:     407404\n",
      "Traded price:      5296148\n",
      "\n",
      "Curr date is 20120308\n",
      "Last traded price: 2000.76\n",
      "Fluctuation ratio: +0.94%\n",
      "Traded volume:     450439\n",
      "Traded price:      6243126\n",
      "\n",
      "Curr date is 20120307\n",
      "Last traded price: 1982.15\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     506010\n",
      "Traded price:      4908154\n",
      "\n",
      "Curr date is 20120306\n",
      "Last traded price: 2000.36\n",
      "Fluctuation ratio: -0.78%\n",
      "Traded volume:     549184\n",
      "Traded price:      5234313\n",
      "\n",
      "Curr date is 20120305\n",
      "Last traded price: 2016.06\n",
      "Fluctuation ratio: -0.91%\n",
      "Traded volume:     542267\n",
      "Traded price:      5058292\n",
      "\n",
      "Curr date is 20120302\n",
      "Last traded price: 2034.63\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     476623\n",
      "Traded price:      5761444\n",
      "\n",
      "Curr date is 20120229\n",
      "Last traded price: 2030.25\n",
      "Fluctuation ratio: +1.33%\n",
      "Traded volume:     554932\n",
      "Traded price:      6708784\n",
      "\n",
      "Curr date is 20120228\n",
      "Last traded price: 2003.69\n",
      "Fluctuation ratio: +0.63%\n",
      "Traded volume:     599312\n",
      "Traded price:      6255899\n",
      "\n",
      "Curr date is 20120227\n",
      "Last traded price: 1991.16\n",
      "Fluctuation ratio: -1.42%\n",
      "Traded volume:     629045\n",
      "Traded price:      5479357\n",
      "\n",
      "Curr date is 20120224\n",
      "Last traded price: 2019.89\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     709449\n",
      "Traded price:      5630632\n",
      "\n",
      "Curr date is 20120223\n",
      "Last traded price: 2007.80\n",
      "Fluctuation ratio: -1.03%\n",
      "Traded volume:     679397\n",
      "Traded price:      6270656\n",
      "\n",
      "Curr date is 20120222\n",
      "Last traded price: 2028.65\n",
      "Fluctuation ratio: +0.22%\n",
      "Traded volume:     874898\n",
      "Traded price:      6104277\n",
      "\n",
      "Curr date is 20120221\n",
      "Last traded price: 2024.24\n",
      "Fluctuation ratio: -0.03%\n",
      "Traded volume:     701906\n",
      "Traded price:      5551942\n",
      "\n",
      "Curr date is 20120220\n",
      "Last traded price: 2024.90\n",
      "Fluctuation ratio: +0.07%\n",
      "Traded volume:     723783\n",
      "Traded price:      5954187\n",
      "\n",
      "Curr date is 20120217\n",
      "Last traded price: 2023.47\n",
      "Fluctuation ratio: +1.30%\n",
      "Traded volume:     724644\n",
      "Traded price:      7387348\n",
      "\n",
      "Curr date is 20120216\n",
      "Last traded price: 1997.45\n",
      "Fluctuation ratio: -1.38%\n",
      "Traded volume:     690390\n",
      "Traded price:      6768121\n",
      "\n",
      "Curr date is 20120215\n",
      "Last traded price: 2025.32\n",
      "Fluctuation ratio: +1.13%\n",
      "Traded volume:     675963\n",
      "Traded price:      7604871\n",
      "\n",
      "Curr date is 20120214\n",
      "Last traded price: 2002.64\n",
      "Fluctuation ratio: -0.15%\n",
      "Traded volume:     500085\n",
      "Traded price:      6216305\n",
      "\n",
      "Curr date is 20120213\n",
      "Last traded price: 2005.74\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     448349\n",
      "Traded price:      5676017\n",
      "\n",
      "Curr date is 20120210\n",
      "Last traded price: 1993.71\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     689915\n",
      "Traded price:      7499417\n",
      "\n",
      "Curr date is 20120209\n",
      "Last traded price: 2014.62\n",
      "Fluctuation ratio: +0.54%\n",
      "Traded volume:     551411\n",
      "Traded price:      7865691\n",
      "\n",
      "Curr date is 20120208\n",
      "Last traded price: 2003.73\n",
      "Fluctuation ratio: +1.12%\n",
      "Traded volume:     582088\n",
      "Traded price:      7379314\n",
      "\n",
      "Curr date is 20120207\n",
      "Last traded price: 1981.59\n",
      "Fluctuation ratio: +0.43%\n",
      "Traded volume:     533879\n",
      "Traded price:      6501793\n",
      "\n",
      "Curr date is 20120206\n",
      "Last traded price: 1973.13\n",
      "Fluctuation ratio: +0.04%\n",
      "Traded volume:     517914\n",
      "Traded price:      7225740\n",
      "\n",
      "Curr date is 20120203\n",
      "Last traded price: 1972.34\n",
      "Fluctuation ratio: -0.60%\n",
      "Traded volume:     530954\n",
      "Traded price:      7418238\n",
      "\n",
      "Curr date is 20120202\n",
      "Last traded price: 1984.30\n",
      "Fluctuation ratio: +1.28%\n",
      "Traded volume:     628953\n",
      "Traded price:      8594563\n",
      "\n",
      "Curr date is 20120201\n",
      "Last traded price: 1959.24\n",
      "Fluctuation ratio: +0.18%\n",
      "Traded volume:     494655\n",
      "Traded price:      7036627\n",
      "\n",
      "Curr date is 20120131\n",
      "Last traded price: 1955.79\n",
      "Fluctuation ratio: +0.79%\n",
      "Traded volume:     464111\n",
      "Traded price:      6584883\n",
      "\n",
      "Curr date is 20120130\n",
      "Last traded price: 1940.55\n",
      "Fluctuation ratio: -1.24%\n",
      "Traded volume:     407617\n",
      "Traded price:      6327041\n",
      "\n",
      "Curr date is 20120127\n",
      "Last traded price: 1964.83\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     443126\n",
      "Traded price:      6022669\n",
      "\n",
      "Curr date is 20120126\n",
      "Last traded price: 1957.18\n",
      "Fluctuation ratio: +0.25%\n",
      "Traded volume:     403186\n",
      "Traded price:      5458618\n",
      "\n",
      "Curr date is 20120125\n",
      "Last traded price: 1952.23\n",
      "Fluctuation ratio: +0.12%\n",
      "Traded volume:     371819\n",
      "Traded price:      6064992\n",
      "\n",
      "Curr date is 20120120\n",
      "Last traded price: 1949.89\n",
      "Fluctuation ratio: +1.82%\n",
      "Traded volume:     397904\n",
      "Traded price:      7239003\n",
      "\n",
      "Curr date is 20120119\n",
      "Last traded price: 1914.97\n",
      "Fluctuation ratio: +1.19%\n",
      "Traded volume:     368905\n",
      "Traded price:      6345480\n",
      "\n",
      "Curr date is 20120118\n",
      "Last traded price: 1892.39\n",
      "Fluctuation ratio: -0.02%\n",
      "Traded volume:     422588\n",
      "Traded price:      5952350\n",
      "\n",
      "Curr date is 20120117\n",
      "Last traded price: 1892.74\n",
      "Fluctuation ratio: +1.80%\n",
      "Traded volume:     426546\n",
      "Traded price:      5873748\n",
      "\n",
      "Curr date is 20120116\n",
      "Last traded price: 1859.27\n",
      "Fluctuation ratio: -0.87%\n",
      "Traded volume:     383100\n",
      "Traded price:      3864750\n",
      "\n",
      "Curr date is 20120113\n",
      "Last traded price: 1875.68\n",
      "Fluctuation ratio: +0.60%\n",
      "Traded volume:     465975\n",
      "Traded price:      5170645\n",
      "\n",
      "Curr date is 20120112\n",
      "Last traded price: 1864.57\n",
      "Fluctuation ratio: +1.03%\n",
      "Traded volume:     471019\n",
      "Traded price:      5309593\n",
      "\n",
      "Curr date is 20120111\n",
      "Last traded price: 1845.55\n",
      "Fluctuation ratio: -0.41%\n",
      "Traded volume:     442470\n",
      "Traded price:      4762020\n",
      "\n",
      "Curr date is 20120110\n",
      "Last traded price: 1853.22\n",
      "Fluctuation ratio: +1.46%\n",
      "Traded volume:     383089\n",
      "Traded price:      4772192\n",
      "\n",
      "Curr date is 20120109\n",
      "Last traded price: 1826.49\n",
      "Fluctuation ratio: -0.90%\n",
      "Traded volume:     388572\n",
      "Traded price:      4134305\n",
      "\n",
      "Curr date is 20120106\n",
      "Last traded price: 1843.14\n",
      "Fluctuation ratio: -1.11%\n",
      "Traded volume:     466882\n",
      "Traded price:      4356678\n",
      "\n",
      "Curr date is 20120105\n",
      "Last traded price: 1863.74\n",
      "Fluctuation ratio: -0.13%\n",
      "Traded volume:     528824\n",
      "Traded price:      4793705\n",
      "\n",
      "Curr date is 20120104\n",
      "Last traded price: 1866.22\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     488419\n",
      "Traded price:      4655044\n",
      "\n",
      "Curr date is 20120103\n",
      "Last traded price: 1875.41\n",
      "Fluctuation ratio: +2.69%\n",
      "Traded volume:     438483\n",
      "Traded price:      4785291\n",
      "\n",
      "Curr date is 20120102\n",
      "Last traded price: 1826.37\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     318982\n",
      "Traded price:      3231265\n",
      "\n",
      "Curr date is 20111229\n",
      "Last traded price: 1825.74\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     335707\n",
      "Traded price:      3365860\n",
      "\n",
      "Curr date is 20111228\n",
      "Last traded price: 1825.12\n",
      "Fluctuation ratio: -0.92%\n",
      "Traded volume:     374549\n",
      "Traded price:      3260370\n",
      "\n",
      "Curr date is 20111227\n",
      "Last traded price: 1842.02\n",
      "Fluctuation ratio: -0.79%\n",
      "Traded volume:     521434\n",
      "Traded price:      4182552\n",
      "\n",
      "Curr date is 20111226\n",
      "Last traded price: 1856.70\n",
      "Fluctuation ratio: -0.56%\n",
      "Traded volume:     425108\n",
      "Traded price:      2972128\n",
      "\n",
      "Curr date is 20111223\n",
      "Last traded price: 1867.22\n",
      "Fluctuation ratio: +1.07%\n",
      "Traded volume:     458481\n",
      "Traded price:      4209943\n",
      "\n",
      "Curr date is 20111222\n",
      "Last traded price: 1847.49\n",
      "Fluctuation ratio: -0.05%\n",
      "Traded volume:     400464\n",
      "Traded price:      3071394\n",
      "\n",
      "Curr date is 20111221\n",
      "Last traded price: 1848.41\n",
      "Fluctuation ratio: +3.09%\n",
      "Traded volume:     509547\n",
      "Traded price:      4887915\n",
      "\n",
      "Curr date is 20111220\n",
      "Last traded price: 1793.06\n",
      "Fluctuation ratio: +0.91%\n",
      "Traded volume:     385665\n",
      "Traded price:      3913314\n",
      "\n",
      "Curr date is 20111219\n",
      "Last traded price: 1776.93\n",
      "Fluctuation ratio: -3.43%\n",
      "Traded volume:     676680\n",
      "Traded price:      6581501\n",
      "\n",
      "Curr date is 20111216\n",
      "Last traded price: 1839.96\n",
      "Fluctuation ratio: +1.15%\n",
      "Traded volume:     484186\n",
      "Traded price:      4292758\n",
      "\n",
      "Curr date is 20111215\n",
      "Last traded price: 1819.11\n",
      "Fluctuation ratio: -2.08%\n",
      "Traded volume:     403326\n",
      "Traded price:      5319597\n",
      "\n",
      "Curr date is 20111214\n",
      "Last traded price: 1857.75\n",
      "Fluctuation ratio: -0.34%\n",
      "Traded volume:     397193\n",
      "Traded price:      4355636\n",
      "\n",
      "Curr date is 20111213\n",
      "Last traded price: 1864.06\n",
      "Fluctuation ratio: -1.88%\n",
      "Traded volume:     444585\n",
      "Traded price:      5210178\n",
      "\n",
      "Curr date is 20111212\n",
      "Last traded price: 1899.76\n",
      "Fluctuation ratio: +1.33%\n",
      "Traded volume:     405097\n",
      "Traded price:      5303702\n",
      "\n",
      "Curr date is 20111209\n",
      "Last traded price: 1874.75\n",
      "Fluctuation ratio: -1.97%\n",
      "Traded volume:     367333\n",
      "Traded price:      5025076\n",
      "\n",
      "Curr date is 20111208\n",
      "Last traded price: 1912.39\n",
      "Fluctuation ratio: -0.37%\n",
      "Traded volume:     420434\n",
      "Traded price:      5849587\n",
      "\n",
      "Curr date is 20111207\n",
      "Last traded price: 1919.42\n",
      "Fluctuation ratio: +0.87%\n",
      "Traded volume:     396686\n",
      "Traded price:      5691433\n",
      "\n",
      "Curr date is 20111206\n",
      "Last traded price: 1902.82\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     379676\n",
      "Traded price:      4562619\n",
      "\n",
      "Curr date is 20111205\n",
      "Last traded price: 1922.90\n",
      "Fluctuation ratio: +0.36%\n",
      "Traded volume:     325509\n",
      "Traded price:      4094778\n",
      "\n",
      "Curr date is 20111202\n",
      "Last traded price: 1916.04\n",
      "Fluctuation ratio: -0.01%\n",
      "Traded volume:     380509\n",
      "Traded price:      5303675\n",
      "\n",
      "Curr date is 20111201\n",
      "Last traded price: 1916.18\n",
      "Fluctuation ratio: +3.72%\n",
      "Traded volume:     495785\n",
      "Traded price:      9232409\n",
      "\n",
      "Curr date is 20111130\n",
      "Last traded price: 1847.51\n",
      "Fluctuation ratio: -0.49%\n",
      "Traded volume:     327558\n",
      "Traded price:      5994526\n",
      "\n",
      "Curr date is 20111129\n",
      "Last traded price: 1856.52\n",
      "Fluctuation ratio: +2.27%\n",
      "Traded volume:     324289\n",
      "Traded price:      6119167\n",
      "\n",
      "Curr date is 20111128\n",
      "Last traded price: 1815.28\n",
      "Fluctuation ratio: +2.19%\n",
      "Traded volume:     272246\n",
      "Traded price:      4195427\n",
      "\n",
      "Curr date is 20111125\n",
      "Last traded price: 1776.40\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     301196\n",
      "Traded price:      4158716\n",
      "\n",
      "Curr date is 20111124\n",
      "Last traded price: 1795.06\n",
      "Fluctuation ratio: +0.67%\n",
      "Traded volume:     275641\n",
      "Traded price:      4080949\n",
      "\n",
      "Curr date is 20111123\n",
      "Last traded price: 1783.10\n",
      "Fluctuation ratio: -2.36%\n",
      "Traded volume:     406817\n",
      "Traded price:      4592353\n",
      "\n",
      "Curr date is 20111122\n",
      "Last traded price: 1826.28\n",
      "Fluctuation ratio: +0.34%\n",
      "Traded volume:     261447\n",
      "Traded price:      3818063\n",
      "\n",
      "Curr date is 20111121\n",
      "Last traded price: 1820.03\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     296574\n",
      "Traded price:      3925704\n",
      "\n",
      "Curr date is 20111118\n",
      "Last traded price: 1839.17\n",
      "Fluctuation ratio: -2.00%\n",
      "Traded volume:     327940\n",
      "Traded price:      4712681\n",
      "\n",
      "Curr date is 20111117\n",
      "Last traded price: 1876.67\n",
      "Fluctuation ratio: +1.11%\n",
      "Traded volume:     348733\n",
      "Traded price:      4666947\n",
      "\n",
      "Curr date is 20111116\n",
      "Last traded price: 1856.07\n",
      "Fluctuation ratio: -1.59%\n",
      "Traded volume:     402001\n",
      "Traded price:      5579052\n",
      "\n",
      "Curr date is 20111115\n",
      "Last traded price: 1886.12\n",
      "Fluctuation ratio: -0.88%\n",
      "Traded volume:     355841\n",
      "Traded price:      4738345\n",
      "\n",
      "Curr date is 20111114\n",
      "Last traded price: 1902.81\n",
      "Fluctuation ratio: +2.11%\n",
      "Traded volume:     323066\n",
      "Traded price:      5185948\n",
      "\n",
      "Curr date is 20111111\n",
      "Last traded price: 1863.45\n",
      "Fluctuation ratio: +2.77%\n",
      "Traded volume:     291710\n",
      "Traded price:      5147866\n",
      "\n",
      "Curr date is 20111110\n",
      "Last traded price: 1813.25\n",
      "Fluctuation ratio: -4.94%\n",
      "Traded volume:     391746\n",
      "Traded price:      7677643\n",
      "\n",
      "Curr date is 20111109\n",
      "Last traded price: 1907.53\n",
      "Fluctuation ratio: +0.23%\n",
      "Traded volume:     414346\n",
      "Traded price:      5474561\n",
      "\n",
      "Curr date is 20111108\n",
      "Last traded price: 1903.14\n",
      "Fluctuation ratio: -0.83%\n",
      "Traded volume:     398620\n",
      "Traded price:      5156384\n",
      "\n",
      "Curr date is 20111107\n",
      "Last traded price: 1919.10\n",
      "Fluctuation ratio: -0.48%\n",
      "Traded volume:     342958\n",
      "Traded price:      5071524\n",
      "\n",
      "Curr date is 20111104\n",
      "Last traded price: 1928.41\n",
      "Fluctuation ratio: +3.13%\n",
      "Traded volume:     461468\n",
      "Traded price:      7089736\n",
      "\n",
      "Curr date is 20111103\n",
      "Last traded price: 1869.96\n",
      "Fluctuation ratio: -1.48%\n",
      "Traded volume:     427533\n",
      "Traded price:      6206253\n",
      "\n",
      "Curr date is 20111102\n",
      "Last traded price: 1898.01\n",
      "Fluctuation ratio: -0.61%\n",
      "Traded volume:     383783\n",
      "Traded price:      6639959\n",
      "\n",
      "Curr date is 20111101\n",
      "Last traded price: 1909.63\n",
      "Fluctuation ratio: +0.03%\n",
      "Traded volume:     348709\n",
      "Traded price:      6196173\n",
      "\n",
      "Curr date is 20111031\n",
      "Last traded price: 1909.03\n",
      "Fluctuation ratio: -1.06%\n",
      "Traded volume:     387011\n",
      "Traded price:      6255819\n",
      "\n",
      "Curr date is 20111028\n",
      "Last traded price: 1929.48\n",
      "Fluctuation ratio: +0.39%\n",
      "Traded volume:     504187\n",
      "Traded price:      10022898\n",
      "\n",
      "Curr date is 20111027\n",
      "Last traded price: 1922.04\n",
      "Fluctuation ratio: +1.46%\n",
      "Traded volume:     410379\n",
      "Traded price:      7817092\n",
      "\n",
      "Curr date is 20111026\n",
      "Last traded price: 1894.31\n",
      "Fluctuation ratio: +0.30%\n",
      "Traded volume:     379027\n",
      "Traded price:      5489842\n",
      "\n",
      "Curr date is 20111025\n",
      "Last traded price: 1888.65\n",
      "Fluctuation ratio: -0.51%\n",
      "Traded volume:     348599\n",
      "Traded price:      5969582\n",
      "\n",
      "Curr date is 20111024\n",
      "Last traded price: 1898.32\n",
      "Fluctuation ratio: +3.26%\n",
      "Traded volume:     369269\n",
      "Traded price:      6664124\n",
      "\n",
      "Curr date is 20111021\n",
      "Last traded price: 1838.38\n",
      "Fluctuation ratio: +1.84%\n",
      "Traded volume:     350266\n",
      "Traded price:      6355680\n",
      "\n",
      "Curr date is 20111020\n",
      "Last traded price: 1805.09\n",
      "Fluctuation ratio: -2.74%\n",
      "Traded volume:     341616\n",
      "Traded price:      6680274\n",
      "\n",
      "Curr date is 20111019\n",
      "Last traded price: 1855.92\n",
      "Fluctuation ratio: +0.93%\n",
      "Traded volume:     336112\n",
      "Traded price:      5695649\n",
      "\n",
      "Curr date is 20111018\n",
      "Last traded price: 1838.90\n",
      "Fluctuation ratio: -1.41%\n",
      "Traded volume:     313747\n",
      "Traded price:      5659423\n",
      "\n",
      "Curr date is 20111017\n",
      "Last traded price: 1865.18\n",
      "Fluctuation ratio: +1.62%\n",
      "Traded volume:     363287\n",
      "Traded price:      5842287\n",
      "\n",
      "Curr date is 20111014\n",
      "Last traded price: 1835.40\n",
      "Fluctuation ratio: +0.67%\n",
      "Traded volume:     344596\n",
      "Traded price:      4990769\n",
      "\n",
      "Curr date is 20111013\n",
      "Last traded price: 1823.10\n",
      "Fluctuation ratio: +0.75%\n",
      "Traded volume:     425444\n",
      "Traded price:      6529655\n",
      "\n",
      "Curr date is 20111012\n",
      "Last traded price: 1809.50\n",
      "Fluctuation ratio: +0.81%\n",
      "Traded volume:     346648\n",
      "Traded price:      5591456\n",
      "\n",
      "Curr date is 20111011\n",
      "Last traded price: 1795.02\n",
      "Fluctuation ratio: +1.62%\n",
      "Traded volume:     394217\n",
      "Traded price:      7030870\n",
      "\n",
      "Curr date is 20111010\n",
      "Last traded price: 1766.44\n",
      "Fluctuation ratio: +0.38%\n",
      "Traded volume:     271702\n",
      "Traded price:      4968059\n",
      "\n",
      "Curr date is 20111007\n",
      "Last traded price: 1759.77\n",
      "Fluctuation ratio: +2.89%\n",
      "Traded volume:     329710\n",
      "Traded price:      7442564\n",
      "\n",
      "Curr date is 20111006\n",
      "Last traded price: 1710.32\n",
      "Fluctuation ratio: +2.63%\n",
      "Traded volume:     347674\n",
      "Traded price:      7770663\n",
      "\n",
      "Curr date is 20111005\n",
      "Last traded price: 1666.52\n",
      "Fluctuation ratio: -2.33%\n",
      "Traded volume:     330973\n",
      "Traded price:      7560971\n",
      "\n",
      "Curr date is 20111004\n",
      "Last traded price: 1706.19\n",
      "Fluctuation ratio: -3.59%\n",
      "Traded volume:     296709\n",
      "Traded price:      6599426\n",
      "\n",
      "Curr date is 20110930\n",
      "Last traded price: 1769.65\n",
      "Fluctuation ratio: +0.02%\n",
      "Traded volume:     322160\n",
      "Traded price:      6149813\n",
      "\n",
      "Curr date is 20110929\n",
      "Last traded price: 1769.29\n",
      "Fluctuation ratio: +2.68%\n",
      "Traded volume:     369425\n",
      "Traded price:      6594996\n",
      "\n",
      "Curr date is 20110928\n",
      "Last traded price: 1723.09\n",
      "Fluctuation ratio: -0.73%\n",
      "Traded volume:     339547\n",
      "Traded price:      6248654\n",
      "\n",
      "Curr date is 20110927\n",
      "Last traded price: 1735.71\n",
      "Fluctuation ratio: +5.02%\n",
      "Traded volume:     334476\n",
      "Traded price:      6098523\n",
      "\n",
      "Curr date is 20110926\n",
      "Last traded price: 1652.71\n",
      "Fluctuation ratio: -2.64%\n",
      "Traded volume:     419143\n",
      "Traded price:      7283338\n",
      "\n",
      "Curr date is 20110923\n",
      "Last traded price: 1697.44\n",
      "Fluctuation ratio: -5.73%\n",
      "Traded volume:     407148\n",
      "Traded price:      7442827\n",
      "\n",
      "Curr date is 20110922\n",
      "Last traded price: 1800.55\n",
      "Fluctuation ratio: -2.90%\n",
      "Traded volume:     291142\n",
      "Traded price:      5705571\n",
      "\n",
      "Curr date is 20110921\n",
      "Last traded price: 1854.28\n",
      "Fluctuation ratio: +0.89%\n",
      "Traded volume:     293377\n",
      "Traded price:      5877761\n",
      "\n",
      "Curr date is 20110920\n",
      "Last traded price: 1837.97\n",
      "Fluctuation ratio: +0.94%\n",
      "Traded volume:     317144\n",
      "Traded price:      5461918\n",
      "\n",
      "Curr date is 20110919\n",
      "Last traded price: 1820.94\n",
      "Fluctuation ratio: -1.04%\n",
      "Traded volume:     331500\n",
      "Traded price:      4916366\n",
      "\n",
      "Curr date is 20110916\n",
      "Last traded price: 1840.10\n",
      "Fluctuation ratio: +3.72%\n",
      "Traded volume:     423993\n",
      "Traded price:      7510863\n"
     ]
    }
   ],
   "source": [
    "dates = []\n",
    "date_strs = []\n",
    "last_trade_prices = []\n",
    "for nrpage in range(200):\n",
    "    rawurl = \"http://finance.naver.com/sise/sise_index_day.nhn?code=KOSPI&page=\"\n",
    "    url = rawurl + str(nrpage+1)\n",
    "    # Get data (parse)\n",
    "    soup = BeautifulSoup(urllib.urlopen(url).read())\n",
    "    dateinfo  = soup.find_all('td', {'class': 'date'})\n",
    "    valueinfo = soup.find_all('td', {'class': 'number_1'})\n",
    "    nrdata    = len(valueinfo)\n",
    "    for i in range(nrdata):\n",
    "        # Date\n",
    "        currdate = str(dateinfo[int(i/4)])\n",
    "        currdate = currdate.replace('<td class=\"date\">', '')\n",
    "        currdate = currdate.replace('</td>', '')\n",
    "        currdate = currdate.replace('.', \"\")\n",
    "\n",
    "        # Values\n",
    "        currdata = str(valueinfo[i])\n",
    "        currdata = currdata.replace('<td class=\"number_1\">', \"\")\n",
    "        currdata = currdata.replace('</td>', \"\")\n",
    "        currdata = currdata.replace('<span class=\"tah p11 red01\">', '')\n",
    "        currdata = currdata.replace('</span>', \"\")\n",
    "        currdata = currdata.replace('<td class=\"number_1\" style=\"padding-right:40px;\">', \"\")\n",
    "        currdata = currdata.replace('<td class=\"number_1\" style=\"padding-right:30px;\">', \"\")\n",
    "        currdata = currdata.replace('<span class=\"tah p11 nv01\">', \"\")\n",
    "        currdata = currdata.replace(' ', \"\")\n",
    "        currdata = currdata.replace('\\n', \"\")\n",
    "        currdata = currdata.replace('\\t', \"\")\n",
    "        currdata = currdata.replace(',', \"\")\n",
    "\n",
    "        if i % 4 == 0:\n",
    "            print (\"\\nCurr date is %s\" % (currdate))\n",
    "            date_strs.append(currdate)\n",
    "            dates.append(float(currdate))\n",
    "            print (\"Last traded price: %s\" % (currdata))\n",
    "            last_trade_prices.append(float(currdata))\n",
    "        elif i % 4 == 1:\n",
    "            print (\"Fluctuation ratio: %s\" % (currdata))\n",
    "        elif i % 4 == 2:\n",
    "            print (\"Traded volume:     %s\" % (currdata))\n",
    "        elif i % 4 == 3:\n",
    "            print (\"Traded price:      %s\" % (currdata))\n",
    "# Reverse \n",
    "dates.reverse()\n",
    "date_strs.reverse()\n",
    "last_trade_prices.reverse()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f02aadc3350>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Cn2apQgghhBAijfT1AZMm+d/+Qx8C3vSmxNsFCYc79lgu588H9u6N7QlqbaXnSohiQp4g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\nJEmSJEmSJEmSpAD/AV4sYB7UwqrmAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f02aae202d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(14, 7))\n",
    "n = len(last_trade_prices)\n",
    "x = range(n)\n",
    "step = int(n/20)\n",
    "xtick_input = x[0:n:step]\n",
    "xtick_input.append(x[-1])\n",
    "xtick_str = date_strs[0:n:step]\n",
    "xtick_str.append(date_strs[-1])\n",
    "plt.xticks(xtick_input, xtick_str, fontsize=20\n",
    "           , rotation='vertical')\n",
    "plt.plot(x, last_trade_prices, \"-\")\n",
    "plt.title(\"KOSPI\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# GPR on this data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Kernel function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kernel function defined\n"
     ]
    }
   ],
   "source": [
    "def kernel_se(X1, X2, g2, l2, w2):\n",
    "    n1 = X1.shape[0]\n",
    "    n2 = X2.shape[0]\n",
    "    K  = np.zeros((n1, n2))\n",
    "    for i in range(n1):\n",
    "        for j in range(n2):\n",
    "            x1 = X1[i, :]\n",
    "            x2 = X2[j, :]\n",
    "            d  = x1 - x2\n",
    "            K[i, j] = g2*np.exp(-d*d/(l2))\n",
    "            if n1 > 1 and i == j:\n",
    "                K[i, j] = K[i, j] + w2\n",
    "    return K\n",
    "print (\"Kernel function defined\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GPR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GPR ready\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f02a8a7c850>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vLwLwjevrlQCuBBANYIxrv02QeX8NkPl7Dkj554puHjsRERER9aCvvwZmzgQcDiAzE6io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\nBoO9Aa601LNl+vTpnhdkUVH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MtbZ6Th4fOlTmgFlljLKztSiupkbqru6+W8rydFdUaWns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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f02a8b07690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xdata = np.array(x).reshape(-1, len(x)).T\n",
    "ydata = np.array(last_trade_prices).reshape(-1, len(last_trade_prices)).T\n",
    "ydata_mz = ydata - np.mean(ydata)\n",
    "xtest = xtest = np.array([np.linspace(0, 1200, 3000)]).T\n",
    "g2    = 1\n",
    "l2    = 30\n",
    "w2    = 1e-1\n",
    "Kdata = kernel_se(xdata, xdata, g2, l2, w2)\n",
    "alpha = np.matmul(np.linalg.inv(Kdata), ydata_mz)\n",
    "Ktest = kernel_se(xtest, xdata, g2, l2, w2)\n",
    "ytest = np.matmul(Ktest, alpha) + np.mean(ydata)\n",
    "print (\"GPR ready\")\n",
    "\n",
    "# Plot \n",
    "plt.figure(1, figsize=(15, 8))\n",
    "plt.plot(xdata[:, 0], ydata[:, 0], 'r-', label='Original data')\n",
    "plt.plot(xtest[:, 0], ytest[:, 0], 'b-', label='GPR')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
